Free Forex Trading Workshops In Durban, Sandton And Pretoria

A course i attended yesterday in Cape Town (Free Forex Trading Workshop)

So i attended a Free Forex Trading Workshop.
By the first 45 minutes i could tell that it was more a marketing scheme to sell the company's trading software. Normal price costs R 90 000.00 for the software and free training. But if you attended the course you could purchase it for a discounted price of R 25 000.00 I decided to stay until the end to see how many people actually signed up. I think it was more than 70% of the people that attended (roughly 120 people in total). In the digital age would it have been that difficult to do a quick google search on the company to see if it is legit rather than part ways so easily with your money? I hope though that somehow it works out for them....but i doubt it. Just posting this to say - if it sounds to good to be true....
submitted by Emojie to southafrica [link] [comments]

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Some news you may have missed out on part 134.

-Rupee continues to recover, gains Rs4.16 in four months
The Pakistani rupee has maintained a gradual uptrend against the US dollar since the beginning of current fiscal year in July and is anticipated to gain more ground in the remaining eight months amid expectations of increase in foreign currency inflows.
The rupee gradually strengthened Rs4.16 or 2.60% in the past around four months to Rs155.88 to the US dollar in the inter-bank market on Friday, according to the State Bank of Pakistan (SBP). “The rupee may recover to 145 to the greenback by June 30, 2020,” Forex Association of Pakistan (FAP) President Malik Bostan projected while talking to The Express Tribune.
Further: -In a positive development, Pakistani Rupee hits highest level of four months against US dollar
The Pakistani rupee has shown recovery against the US dollar as the US currency reached the lowest level in four months.
-ExxonMobil to help build LNG terminal in Pakistan
After getting a liquefied natural gas (LNG) supply contract from private-sector consumers, US energy giant ExxonMobil is planning to build the third LNG terminal in Karachi as a joint-venture partner.
Some time ago, ExxonMobil, in collaboration with Pakistan’s exploration and production companies, drilled an offshore well to search for hydrocarbon reserves in the Arabian Sea. However, the effort could not prove successful. Now, in a new venture with Energas consortium, the US firm is going to invest in setting up an LNG terminal in Pakistan.
-Pakistan's Hindu community celebrates Diwali today in a renovated temple reopened by the Pakistan government after 72 years
he country’s Hindu community is celebrating the annual religious festival of Diwali. The religious festivities are expected to take place in Shawala Teja Singh Temple, located in Sialkot, after 72 years.
All preparations for the upcoming festival have been completed. The festival of Diwali is being seen as more of a cultural than a religious one as people from other faiths will celebrate alongside members of the Hindu community.
The temple, where the festivities will take place, was closed down in 1947. The Evacuee Trust Property Board (ETPB) and certain members of the Hindu community decided to open the temple a few months ago, after which the renewal and renovation work had begun. Now, for the first time, this temple is going to celebrate a religious ceremony.
-Tax Returns Filed Per Day in 2019 Have Increased by 127 Percent: FBR Chairman
Federal Board of Revenue’s (FBR) Chairman Syed Shabbar Zaidi has announced that on average, tax returns filed per day in 2019 have risen by 127 percent compared to last year. In a Twitter post, Zaidi shared details of the tax returns filed so far. As per the records, the number of tax returns filed in 2019 till October 25 stands at 918,027, as compared to 585,209 tax returns filed in the same period last year.
Zaidi said that as of November, the FBR will impose strict measures against unauthorized interactions and harassement between its staff and the business community. The business community is suggested to report to FBR if any person contacts them through any manner without proper authorization.
-Pakistan, Nepal agree to enhance trade ties
President Dr. Arif Alvi on Saturday held a meeting with the Nepal’s Prime Minister Khadga Prasad Sharma Oli on the sidelines of 18th Non Aligned Movement Summit in Baku, ARY News reported.
According to a statement issued by the ministry, both the leaders affirmed to enhance trade ties between the two countries and expressed their desire to further strengthen the bonds of friendship. Matters of mutual interest, bilateral relations, regional peace, grave human rights violations and humanitarian crisis in occupied Kashmir and other issues were came under discussion in the meeting.
Speaking on the occasion, President Alvi briefed the Nepalese prime minister on Indian illegal actions in occupied Kashmir. He expressed hope that Nepal will play its role as SAARC chair, for strengthening peace and stability in the region.
-CPEC enters into 2nd phase: Poverty, agriculture, B2B initiatives prime focus: Khusro
Federal Minister for Planning, Development & Reform Makhdoom Khusro Bakhtyar Wednesday said the CPEC has now entered into its second phase with focus on poverty alleviation, agriculture and B2B industrial cooperation.
“The Pakistan Tehreek-e-Insaf (PTI) government's economic reform measures will strengthen the country's economy as the investors' confidence is rebounding due to corrective measures," the minister expressed these views while talking to Australian High Commissioner Dr Geoffrey Shaw who called on him on Wednesday. Secretary Planning Zafar Hasan was also present in the meeting.
While discussing bilateral relations and foreign investment in various sectors in Pakistan especially in Gwadar, the minister said that ongoing phase of CPEC will bring about socioeconomic benefits for the welfare of the people. He said that CPEC offers enormous potential to boost national economy and reduce poverty.
-Pakistan's Defence Exports have reached USD 212.6 MILLION IN 2018-2019
According to the Pakistan Ministry of Defence Production’s (MoDP) “First Year Performance Report,” the country had registered $212.6 million US in defence exports from August 2018 to August 2019.
Pakistan Aeronautical Complex (PAC) booked the highest value at $184.38 million US, which was followed by Pakistan Ordnance Factories (POF) at $7.13 million US and Heavy Industries Taxila (HIT) at $1.3 million US. In addition, private sector firms booked $19.36 million US in sales.
No additional breakdowns were provided by the MoDP. It is likely that PAC’s exports were fueled by co-production work for FC-1/JF-17 sales to Myanmar and/or Nigeria. Though an agreement was signed with Turkey for the sale of 52 Super Mushshak basic trainers, it is unclear if PAC has started manufacturing these aircraft.
-DRAP to launch countrywide drive against substandard, spurious medicines
The Drug Regulatory Authority of Pakistan (DRAP) is launching a countrywide campaign against substandard medicines, the PM’s Special Assistant on Health Dr. Zafar Mirza said while addressing the federal and provincial drug inspectors in Islamabad on Thursday.
He said a crackdown is being launched throughout the country to eradicate the menace of unregistered, spurious and sub-standard medicine. In addition to medicine quality, he added, DRAP will also take stern action against violation of fixed prices of medicines.
-Foreign exchange: SBP reserves increase $79m to $7.89b
The foreign exchange reserves held by the central bank increased 1.14% on a weekly basis, according to data released by the State Bank of Pakistan (SBP) on Thursday.
Earlier, the reserves had spiralled downwards, falling below the $7-billion mark, which raised concern over Pakistan’s ability to meet its financing requirements. However, financial assistance from the United Arab Emirates (UAE), Saudi Arabia and other friendly nations helped shore up the foreign exchange reserves.
On October 18, the foreign currency reserves held by the SBP were recorded at $7,892.7 million, up $79 million compared with $7,813.7 million in the previous week. The report cited no reason for the increase in reserves, which stood below the $8-billion mark.
-Ease of business: Pakistan up 28 places on World Bank index
Pakistan has jumped up 28 places on the World Bank’s (WB) Ease of Doing Business Index and secured a place among the top 10 countries with the most improved business climate – a development that will greatly improve Islamabad’s image abroad,
Pakistan carried out six reforms that helped improving its ranking from 136 to 108, according to the WB’s annual flagship report, ‘Ease of Doing Business 2020’, released on Thursday. It turned out to be the sixth global reformer and first in South Asia that brought ease in doing business in the last one year.
The fewer are the regulations the better is the ranking on the index. The key to attain perfection is to cut the bureaucracy hindering business activities in the name of various regulations and procedures.
-CM approves Rs 500m for Punjab Housing & Town Planning Agency
Punjab Chief Minister Sardar Usman Buzdar has given approval of Rs 500 million for Punjab Housing & Town Planning Agency. He gave approval while presiding over a high-level meeting at CM Office here on Monday. During the meeting progress on Naya Pakistan Housing Project for low-income persons was reviewed and detailed briefing was also given to the participants on Naya Pakistan Housing strategy.
While addressing the meeting, Usman Buzdar said that obstacles should be removed in order to ensure completion of Naya Pakistan Housing Scheme and financial conditions of common man should be kept in mind while chalking out housing policy of the project. All out attention should be paid while constructing small houses in the province, he added. It has also been decided during the meeting to launch rural housing project in 17 model villages.
-KSE 100 gains 204 points amid improved sentiments
The benchmark KSE 100 Index depicted remarkable progress as it gained around 204 points and concluded at 33,861-level.It was a busy start to the week at the Pakistan Stock Exchange (PSX) with earnings season hitting its peak, while volumes remained at par with previous weeks’ average.
Biggest single day investment in treasury bills in the previous week of estimated US $87.5 million, increasing total investment to US$440 million since July 2019 was the major rally point in the market sentiments.
The bourse recorded an intraday low of 33,572.36 soon after the commencement of the session. However, after regaining the momentum, the index marked its day’s high at 34,008.35 adding 350.89 points. It settled higher by 204.13 points at 33,861.59. The KMI 30 Index accumulated 386.53 points to settle at 55,155.92, while the KSE All Share Index managed to gain 86.13 points, ending at 24,543.78.
-Sindh to reserve 0.5% job quota for transgender persons
The Sindh Cabinet on Wednesday agreed to reserve 0.5 per cent quota in government jobs for transgender persons. “I want to bring transgender people into the mainstream,” said Sindh Chief Minister Syed Murad Ali Shah during the cabinet meeting. “We want to make them an asset for our society.”
CM Murad congratulated the transgender community on behalf of the cabinet and advised them to improve their education. Around 41,000 positions are vacant in different government departments across Sindh out of which 206 will be given to transgender people.
A spokesperson from the chief minister’s house stated that out of the 41,000 available jobs 16,000 positions will be filled this fiscal year. Rest of the positions will be filled in the period of next three years.
-Malaysia's Mahathir stands by Kashmir comments despite India palm oil boycott
Malaysian Prime Minister Mahathir Mohamad said on Tuesday he would not retract his criticism of New Delhi’s actions in occupied Kashmir despite Indian traders calling for an unprecedented boycott of Malaysian palm oil.
The impasse could exacerbate what Mahathir described as a trade war between the world’s second biggest producer and exporter of the commodity and its biggest buyer so far this year.
India’s top vegetable oil trade body on Monday asked its members to stop buying Malaysian palm oil after Mahathir said at the United Nations General Assembly last month that India had “invaded and occupied” Kashmir.
-“World’s two major companies setting up solar panel plants in Pakistan”
Federal Minister for Science and Technology Fawad Chaudhry announced on Monday that the world’s two major solar panel firms will establish their plants in Pakistan. The minister tweeted saying “good news gets lost in political plays, yet I am very happy that the world’s two major companies are setting up solar panel’s plants in Pakistan.”
Chaudhry added that China’s second-largest Lithium battery producer will also set up its workshop in Pakistan. The Lithium battery-powered buses will also be manufactured in Pakistan, the tweet further said. The Minister for Science and Technology was recently on a visit to Beijing where he met various Chinese officials and the country’s business leaders.
-Pakistan Navy organizes free medical camp in Balochistan
Navy organized a free medical camp in the village Dam of Balochistan in collaboration with Sahil and Ulfat welfare foundations. According to the spokesperson of Pakistan Navy, specialist doctors of surgical, medical, skin, gynecology, child and general medically inspected patients at the camp. Over 700 patients were provided with free medical treatment, medicines and ordinary surgical facilities.
-Lahore to get Tram service soon
Citizens of Lahore are getting a modern-day tram service soon, based on the famous British-era tram service. In this regard, the Punjab Transport Department has inked an agreement with CRSC International, a Chinese company specializing in rail transportation control systems, and Inkon Group of the Czech Republic.
The development of the project is divided into several phases. In the first phase, a 35 km track will be constructed on Canal Road, Lahore. Up to 50 trams will run on this track. Once operational, the trams will be able to carry 35,000 passengers in 1 hour. The trams will be powered through electricity and batteries. A single tram will have a service life of around 40 years. 2 tram depots will be constructed at different locations as well.
-10 Pakistani Universities Ranked Among the World’s Best in ‘University Impact Rankings 2019’
Ten Pakistani universities have been ranked among the top universities in the world in the Times Higher Education (THE)’s list. THE is a weekly UK-based magazine that issues its annual list of world’s most influential universities.
The list called ‘University Impact Rankings 2019’ has included 10 Pakistani varsities in different categories, including Gender Equality, Good Health and Well-being, Quality Education, Decent Work, Economic Growth, and others. According to the magazine, the rankings assess universities against the United Nations’ Sustainable Development Goals.
-PM Imran Khan inaugurates China-Hub Power Generation Plant in Balochistan
Prime Minister (PM) Imran Khan has said that Pakistan is moving forward through China-Pakistan Economic Corridor (CPEC) projects. Addressing inaugural ceremony of China Hub Power Generation Plant in Balochistan, he said this is the first joint project under the CPEC umbrella and he is very happy after inaugurating it.
“The government will facilitate joint collaboration between Pakistani and Chinese businesses in various sectors.”, he said. PM Imran Khan said with the help of coal reserves in Thar, Pakistan can generate huge amount of electricity, which can be enough for at least 100 years.
-Punjab Forest Department develops ‘record keeping’ mechanism
Department of Forest Punjab is managing 1.6 million acres of forest land area – 67 per cent of the entire forest land area in Punjab – under the Geographic Information System (GIS), Pakistan Today learnt reliably on Friday. The program enabled the forests department to ensure sound management and introduce state of the art record-keeping and mapping methods.
‘Development of GIS-Based Forest Management Information System in Punjab’ was approved at PC-1 with a cost of Rs75 million and a gestation period of 36 months (2016-2019) has allowed for transfer of all forest resources and inventories into IT-based inventory systems and achieved extensive field surveys, rapid data collection and its processing for development of the forestry sector on efficient lines.
-Hutchison Port Holdings announces $240m investment in Pakistan
Prime Minister Imran Khan has welcomed $240 million foreign investment from Hutchison Port Holdings, a Hong Kong-based port operator. A delegation of Hutchison Port Holdings, led by its Group Managing Director Eric Ip, called on Prime Minister Imran Khan on Tuesday. Other delegation members included HPH Middle East & Africa Managing Director Andy Tsoi and Middle East & Africa Business Director Eric Ng.
Maritime Affairs Minister Syed Ali Haider Zaidi, Adviser to PM on Commerce Abdul Razzaq Dawood, Special Assistant to PM on Overseas Pakistanis Syed Zulfiqar Abbas Bukhari, Ambassador-at-Large for Foreign Investment Ali Jehangir Siddiqui and Board of Investment Chairman Zubair Haider Gilani were also present on the occasion. Group Managing Director Eric Ip apprised the prime minister of Hutchison’s fresh investment into Pakistan approximating $240 million which will enhance the new container terminal capacity at the Karachi Port, and increase Hutchison Ports’ total investment in Pakistan to $1 billion.
-Punjab's tax collection jumps 44%
Punjab’s tax collection registered a 44% growth to Rs77 billion in first quarter of the ongoing fiscal year compared to the corresponding period of previous year, despite tough conditions of the federal government for the provinces to get a share in the federal divisible pool of resources. Punjab Finance Minister Makhdoom Hashim Jawan Bakht disclosed this at a review meeting of the Finance Department on Monday.
The meeting was briefed that despite the financial backlog left by the previous government, the current government gave a surplus budget of Rs233 billion in order to meet financial requirements of the federal government to comply with conditions of the International Monetary Fund (IMF) loan programme.
-‘SECP recognised as 7th most effective regulator in world’
The Securities and Exchange Commission of Pakistan (SECP) has been recognised as the “7th most effective regulator” by the World Economic Forum in its ‘Global Competitiveness Report-2019’.
“Pakistan was ranked as the 52nd most dynamic economy in the world. The country secured this by improving 15 points from last year, as it stood at 67th in 2018,” said a statement issued by Mishal Pakistan, Country Partner at WEF’s Institute of the Future of Economic Progress System Initiative, on Wednesday. “The progress of Pakistan’s competitiveness was due to the achievements made during the last 12 months.”
The most effective improvements were made due to the initiative and strategies adopted by the apex regulator for the corporate sector and the capital markets; supervision and regulation of insurance, non-banking financial companies and private pension schemes. The SECP improved Pakistan’s competitiveness rankings by improving the “number of days to start a business”, where Pakistan was ranked at the 90th position compared with 96th in 2018.
-Pakistan China bilateral trade crosses $19 billion, highest ever in history
Pakistan Ambassador to China , Naghmana Hashmi has said the bilateral trade volume between Pakistan and China has now touched US $ 19.08 billion and both countries aimed to raise it further.
“The bilateral trade volume between Pakistan and China has now touched US$ 19.08. We aim to raise it further,” Ambassador Hashmi said joint ventures in defence production have led to the manufacture of the MBT 2000 Al-Khalid Tank and JF-17 Thunder, a fighter aircraft. “On the diplomatic front, the two countries are committed to protecting and promoting multilateralism and upholding the United Nations (UN)Charter, while our cooperation has extended to science and technology, socioeconomic sectors and nuclear cooperation for peaceful purposes,” she added.
-Foreign Company Agrees to Drop $6 Billion Penalty, Re-Invest in Reko Diq: Reports
The International Center of Settlement of Investment Disputes (ICSID) had slapped the country with a $6 billion penalty for revoking the contract without prior knowledge back in 2009. Soon after the development, the Prime Minister had empowered his financial team to contact the executives of the Tethyan Copper Company (TCC) to reach an out-of-court settlement and avoid the penalty.
Reportedly, after the Pakistan authority’s approach, the company has not only agreed to take back the penalty but has also agreed to invest in the project again. As per media reports, PM Imran Khan contacted the TCC management and discussed the prospects of the matter. He assured the company his full support if they wanted to revise the investment plan for the project. The company will reportedly withdraw its appeal from the ICSID, while Pakistan will compensate for their damages due to the cancelation of the contract.
-Current account deficit shrinks massive 64pc
The country’s current account deficit (cad) in the first quarter of current fiscal year declined by a huge 64 per cent mainly on the back of a 21pc reduction in the imports bill.
The State Bank’s latest data issued on Friday showed the current account deficit for July-September FY20 clocked in at $1.548 billion compared to $4.287bn in the same period last fiscal year; a decline of $2.739bn.
The reduced current account deficit is a positive omen for the government, which is struggling with slow economic growth and high inflation. However, despite massive decline in rupee’s value, the country’s exports have failed to register any noticeable increase during the period.
-Food imports down 24pc, exports up 14pc in Q1 FY20
Food group imports into the country during the first quarter of the current financial year (July-Sept 2019-20) decreased considerably by 24.7pc, whereas exports increased by 13.98pc compared with the corresponding period of last year.
The import of food commodities into the country during the period under review came down from $1.45 billion to $1 billion, whereas the exports increased from $864 million to $984.7 million, according to latest data released by the Pakistan Bureau of Statistics (PBS).
-Chinese Smartphone Company Realme to build mobile phone manufacturing factory in Pakistan
Chinese company Realme's Director of Marketing in Pakistan Mr He Shunzi in an interview disclosed that Realme is planning to set up the mobile phone manufacturing factory in Pakistan. He told that company is inspecting locations in Islamabad, Peshawar, and Faisalabad Industrial Estate for suitable land. Pakistani mobile market offers guaranteed capital as Realme ranked top five android brands in Pakistan in less than nine months, capturing 8% of total market share, he added.
-Chinese Coal Giant Wants to Convert Thar’s Coal to Diesel
China’s Shenhua Ningxia Coal Industry Group will help convert Thar’s coal into oil and the talks between the two parties are underway. The Shenhua Ningxia Coal Industry Group is a subsidiary of China’s biggest coal producer, the Shenhua Group and the company already has the world’s largest plant for converting coal into diesel, with an annual production capacity of 4 million tons in Ningxia in its portfolio.
The agreement, if signed, will be a ‘game-changer’ for Pakistan, believes Adviser to Prime Minister on Petroleum Nadeem Babar, who accompanied Imran Khan on his recent visit to China. The Pakistani delegation held talks with the Shenhua Group during the trip:
-In a positive development, Pakistan projected among top 20 rising economic growth engines of the World
Pakistan projected among 20 top rising economic growth engines of the World that would dominate the global growth in next 5 years. Pakistan has been projected as one of 20 countries that will dominate global growth in five years time in 2024, an assessment made by Bloomberg using data from the International Monetary Fund (IMF).
-In a positive development, Pakistan textile exports register increase
Textile exports from the country increased by 2.95pc during the first quarter of the current fiscal year (July-Sept FY20) compared with the corresponding period of the last fiscal year. The textile exports during the period under review were recorded at $3,371.974 million as against the exports of $3,275.303 million during July-September 2018-19, according to latest data by the Pakistan Bureau of Statistics (PBS).
The textile commodities that contributed to the positive growth included raw cotton, exports of which grew by 53.65pc, from $7.047 million to $10.828 million. Similarly, the exports of yarn (other than cotton yarn) increased by 21.95pc, from $7.759 million last year to $9.462 million, while that of knitwear surged by 11.14pc, from $701.393 million to $779.548 million.
-Kartarpur Corridor will open to public on November 9: PM Imran
Prime Minister Imran Khan on Sunday announced that Pakistan will inaugurate the Kartarpur Corridor on November 9. The premier’s announcement came via a Facebook post in which he said that construction work on the Pakistani side had entered the final stage. “Pakistan is all set to open its doors for Sikhs from all across the globe,” he wrote. “World’s largest Gurdwara will be visited by Sikhs from across India and other parts of the world,” he said.
-'$1.2b penalty in Karkey case likely to be waived'
Pakistan Tehreek-e-Insaf (PTI) leader and senior lawyer Babar Awan has said that the $1.2 billion penalty that Pakistan has to pay to Turkey’s Karkey rental power plant is likely to be waived.
“International institutions, through high-level backdoor contacts, have agreed to waive off the penalty. This is very good news for Pakistan,” said Awan while addressing the media on Friday. “International institutions have shown their trust in Prime Minister Imran Khan,” he added.
-Punjab Govt to Introduce a Unified Tax Collection System
Punjab government is contemplating the introduction of a unified tax collection system in the province. The unified system will streamline the tax collection process and facilitate the taxpayers. At the moment, Punjab Revenue Department, Excise and Taxation Department, and local administrations collect taxes in Punjab. On Sunday, Finance Minister of Punjab, Makhdoom Hashim Jawan Bakht, headed a meeting of Punjab Revenue Authority (PRA). Bakht said that a special tax management unit will be set up at the Punjab finance department that will unify tax collection all across the country.
-PM To Launch Clean Green Pakistan Index for Multiple Cities
Prime Minister’s Adviser on Climate Change, Malik Amin Aslam, said that Imran Khan will launch the Clean Green Pakistan Index (CGPI) at a grand launching ceremony on October 30. The initiative is aimed at introducing competition among cities on various indicators, including public access to clean drinking water, safe sanitation, effective solid waste management, and tree plantation.
The prime minister will announce a six-month competition among 19 cities of Punjab and Khyber-Pakhtunkhwa provinces, he added. The adviser said that after six months, these cities will be ranked again and those with prominent progress will be rewarded with special federal and provincial government funds and more cities will be joining the competition.
-PM Khan Will Lay The Foundation of Baba Guru Nanak University on Oct. 28
Prime Minister Imran Khan is going to lay the foundation stone of Baba Guru Nanak University on October 28. The establishment of this university in Nankana Sahib was announced earlier this year when PM Khan was in the town for a Spring Tree Plantation Campaign.
-Sindh govt invites bids for Dhabeji SEZ
The Sindh government has launched the well-connected Dhabeji Special Economic Zone in district Thatta near Port Qasim, according to a statement issued on Monday. In this connection, the Sindh Economic Zones Management Company (SEZMC), being the provincial SEZ custodian, has invited proposals for the development and operation of Dhabeji project through an advertisement published in leading national and international newspapers.
Dhabeji SEZ was highlighted in the recent meeting of the China-Pakistan Economic Corridor (CPEC) Joint Working Group on Industrial Cooperation. The senior officials of China’s National Development Reforms Commission (NDRC) appreciated the Sindh government on the progress made so far. The Sindh government launched the project through an international competitive bidding process as a build-up to the upcoming 10th Joint Coordination Committee (JCC) meeting between China and Pakistan, which would be held next month.
-Rice exports surge 51pc in first quarter FY20
Rice exports from the country during the first quarter of the financial year 2019-20 grew by 50.76pc as compared to the corresponding period last year. During the July-September period, about 839,356 metric tonnes of rice, worth $470.584 million, were exported as compared the exports of 551.5,86 metric tonnes, valuing $312.147 million, during the same period of FY19.
According to data released by the Pakistan Bureau of Statistics, the exports of basmati rice increased by 47.29pc, as 212,873 metric tonnes of basmati rice ($194.669 million) were exported during the first quarter of FY20, as compared the 127,669 metric tonnes ($132.166 million) in the same period of last year. Meanwhile, 34,090 metric tonnes of fish and fish preparations worth $79.549 million were also exported in the period under review as compared to the exports of 25,859 metric tonnes valuing $67.294 million during the same period of last year.
submitted by FashBasher1 to pakistan [link] [comments]

Daily analysis of cryptocurrencies 20191109 (Market index 38 — Fear state)

Daily analysis of cryptocurrencies 20191109 (Market index 38 — Fear state)

https://preview.redd.it/ofi0c61nnmx31.png?width=735&format=png&auto=webp&s=c57ef91e3ce26cc1ea8ab8f0c96f17c9c5f68bf5

Malaysia To Impose Restrictions On Cash Transactions The Malaysian government plans to impose restrictions on cash transactions reports local media platform The Star. According to the publication, the move is part of efforts to combat money laundering in the country. Commenting on the plan, Datuk Abdul Rasheed Ghaffour, the deputy governor of Malaysia’s Central Bank Negara (BNM), remarked: “This is to address the abuse of physical cash used for illicit activities.” Malaysian economist, Barjoyai Bardai believes the proposed cash transaction limit in the country could boost digital currency adoption.
EU Is Working On ECB Digital Currency With Possible Progress Next Year According to Reuters, progress on the feasibility of a digital currency backed by the European Central Bank could be made in the coming months, senior officials said on Nov 8, cautioning that the project faced challenges and was for the long term.
Tunisia Issues Central Bank Digital Currency On Nov 9, the TASS news agency reported that the Central Bank of Tunisia was to be the first to release a digital currency. The ‘E-dinar’ was officially launched in the test form at the Forex Club of Tunisia, with a symbolic transfer of one dinar between the head of the central bank, Marouane El Abassi, and a representative of the International Monetary Fund (IMF).

At the time of writing, Bitcoin is trading down nearly 5% at its current price of $8,850, which marks a notable drop from its 24-hour highs of $9,300.
Prior to today’s drop, Bitcoin has been caught in a relatively tight trading range between $9,000 and $9,500 for a couple of weeks, and neither bulls nor bears had been able to incur enough strength to push the crypto out of this trading range until early this morning when bears forced it below its lower range boundary at $9,000.
In the time since its drop, BTC has shown no sign of slowing its decent, as it continued to slowly grind lower as the morning dragged on.
Review previous articles: https://medium.com/@to.liuwen

Encrypted project calendar(November 9, 2019)

CENNZ/Centrality: Centrality (CENNZ) will meet in InsurTechNZ Connect — Insurance and Blockchain on October 9th in Auckland. HTMLCOIN (HTML): 09 November 2019 (or earlier) Mandatory Wallet Update Mandatory Wallet Update: there will be a soft fork on our blockchain. This update adds header signature verification on block 997,655. Harmony (ONE): 09 November 2019 Indian Meetups Come & meet us in person on November 9th in our meetups in Bangalore & New Delhi!

Encrypted project calendar(November 10, 2019)

Bibox Token (BIX): 10 November 2019 Bibox Summit “Bibox Summit 2019 — Maximizing Profit On Uptrend Season” from 1 PM — 5 PM (ITV) in Ho Chi Minh City. TRON (TRX): 10 November 2019 AMA w/Kucoin Co-founder “Join us on Nov 10, 6:00 PM(PST) for an AMA with TOP, Co-Founder of @kucoincom , in our English Telegram group…”

Encrypted project calendar(November 11, 2019)

PAX/Paxos Standard: Paxos Standard (PAX) 2019 Singapore Financial Technology Festival will be held from November 11th to 15th, and Paxos Standard will attend the conference. Crypto.com Coin (CRO): and 3 others 11 November 2019 Capital Warm-up Party Capital Warm-up Party in Singapore. GoldCoin (GLC): 11 November 2019 Reverse Bitcoin Hardfork The GoldCoin (GLC) Team will be “Reverse Hard Forking” the Bitcoin (BTC) Blockchain…” Horizen (ZEN): 11 November 2019 (or earlier) Horizen Giveaway — Nodes Horizen Giveaway — Win Free Node Hosting! Entries before November 11th. SINOVATE (SIN): 11 November 2019 Roadmap V3 SINOVATE (SIN) Roadmap V3 will be released with new upcoming technologies and proof of concepts! 0x (ZRX): 11 November 2019 0x V3 Vote Ends “The voting period will end on November 11. Learn more about all the exciting features included in v3 below.” Akropolis (AKRO): and 4 others 11 November 2019 Kucoin Blockchain Day “KuCoin Blockchain Day Berlin 2019” from 5 PM — 9:15 PM (CET) in Berlin.

Encrypted project calendar(November 12, 2019)

BTC/Bitcoin: The CoinMarketCap Global Conference will be held at the Victoria Theatre in Singapore from November 12th to 13th Binance Coin (BNB) and 7 others: 12 November 2019 CMC Global Conference “The first-ever CoinMarketCap large-scale event: A one-of-a-kind blockchain / crypto experience like you’ve never experienced before.” Aion (AION) and 17 others: 12 November 2019 The Capital The Capital conference from November 12–13 in Singapore. Loom Network (LOOM): 12 November 2019 Transfer Gateway Update “If you have a dapp that relies on the Transfer Gateway, follow the instructions below to make sure you’re prepared.” Kava (KAVA): 12 November 2019 Updated Mainnet Launch “Our updated mainnet launch will be on Tuesday November 12th at 14:00 UTC.” Crypto.com Coin (CRO): 12 November 2019 Telegram AMA Live AMA with CRO COO and Kucoin’s Global Community Manager on KuCoin’s official English Telegram channel at 16:00 (UTC+8). Chainlink (LINK): and 1 other 12 November 2019 NYC Meetup “Ontology + Future of Blockchain in China Meetup Presented by Chainlink” in NYC from 6:30 PM — 8:30 PM.

Encrypted project calendar(November 13, 2019)

Fetch.ai (FET): 13 November 2019 Cambridge Meetup “Join us for a@Fetch_ai #Cambridge #meetup on 13 November @pantonarms1.” Binance Coin (BNB) and 5 others: 13 November 2019 Blockchain Expo N.A. “It will bring together key industries from across the globe for two days of top-level content and discussion across 5 co-located events…” OKB (OKB): 13 November 2019 Dnipro, Ukraine- Talks Join us in Dnipro as we journey through Ukraine for our OKEx Cryptour on 11 Nov. Centrality (CENNZ): 13 November 2019 AMA Meetup “Ask our CEO@aaronmcdnz anything in person! Join the AMA meetup on 13 November in Singapore.” OKB (OKB): 13 November 2019 OKEx Cryptotour Dnipro “OKEx Cryptour Ukraine 2019 — Dnipro” in Dnipro from 6–9 PM (EET). Vexanium (VEX): 13 November 2019 Dapps Incentive Program Vexanium will give an incentive for every Dapps that is submitted during this program period. Egretia (EGT): 13 November 2019 Post Consensus Invest “2019 NYC Blockchain Gaming & DeFi Party | Post Consensus Invest” in NYC from 7–9 PM. Holo (HOT): 13 November 2019 AMA “Submit your questions before the #AMA on Nov 13th @ 5PM — 5:45PM UTC”

Encrypted project calendar(November 14, 2019)

BTC/Bitcoin: The 2019 BlockShow Asia Summit will be held at Marina Bay Sands, Singapore from November 14th to 15th. Binance Coin (BNB): and 4 others 14 November 2019 BlockShow Asia 2019 BlockShow Asia 2019 at Marina Bay Sands Expo, Singapore from November 14–15. Basic Attention Token (BAT): 14 November 2019 London Privacy Meetup “If you’re in London on Nov. 14th, don’t miss our privacy meetup! The Brave research team, our CPO @johnnyryan, as well as @UoE_EFI Horizen (ZEN): 14 November 2019 Weekly Insider Team updates at 3:30 PM UTC/ 11:30 AM EDT: Engineering, Node network, Product/UX, Helpdesk, Legal, BD, Marketing, CEO Closing thoughts, AMA. IOTA (MIOTA): 14 November 2019 Berlin Meetup From Construction to Smart City: IOTA, Maschinenraum & Thinkt Digital will explain, using concrete use cases, how to gain real value from.. Dash (DASH): 14 November 2019 Q3 Summary Call “Dash Core Group Q3 2019 Summary Call — Thursday, 14 November 2019” NEO (NEO): 14 November 2019 NeoFest Singapore Meetup “Glad to have@Nicholas_Merten from DataDash as our host for #NeoFest Singapore meetup on 14th Nov!” ANON (ANON): 14 November 2019 ANONIO Wallet Upgrade In conjunction with the Echelon Update, the ANONIO wallet will also be receiving an upgrade!

Encrypted project calendar(November 15, 2019)

TRON (TRX): 15 November 2019 Cross-chain Project “The #TRON cross-chain project will be available on Nov. 15th” Bluzelle (BLZ): 15 November 2019 (or earlier) CURIE Release CURIE release expected by early November 2019. Zebi (ZCO): 15 November 2019 ZEBI Token Swap Ends “… We will give 90 days to all the ERC 20 token holders to swap out their tokens into Zebi coins.” OKB (OKB): 15 November 2019 OKEx Talks — Vilnius “Join us for a meetup on 15 Nov (Fri) for our 1st ever Talks in Vilnius, Lithuania.” Zenon (ZNN): 15 November 2019 Awareness Fund Payout “Distribution of the fund takes place every Friday until Pillars Lock-in Phase is completed.”

Encrypted project calendar(November 16, 2019)

Bancor (BNT): and 2 others 16 November 2019 Crypto DeFiance-Singapore “Crypto DeFiance is a new global DeFi event embracing established innovators, financial market disruptors, DApp developers…” NEM (XEM): 16 November 2019 Developer’s Event “BLOCKCHAIN: Creation of Multifirma services” from 10:50 AM — 2 PM.

Encrypted project calendar(November 17, 2019)

OKB (OKB): 17 November 2019 OKEx Talks — Lagos Join us on 17 Nov for another OKEx Talks, discussing the “Life of a Crypto Trader”.

Encrypted project calendar(November 18, 2019)

Maker (MKR): 18 November 2019 MCD Launch “BIG changes to terminology are coming with the launch of MCD on Nov. 18th Say hello to Vaults, Dai, and Sai.”

Encrypted project calendar(November 19, 2019)

Lisk (LSK): 19 November 2019 Lisk.js “We are excited to announce liskjs2019 will take place on November 19th. This all day blockchain event will include…”

Encrypted project calendar(November 20, 2019)

OKB (OKB): 20 November 2019 OKEx Cryptour Odessa Ukr “Join us in Odessa as we journey through Ukraine for our OKEx Cryptour!

Encrypted project calendar(November 21, 2019)

Cardano (ADA): and 2 others 21 November 2019 Meetup Netherlands (AMS) “This meetup is all about how to decentralize a blockchain, the problems and differences between Proof-of-Work and Proof-of-Stake…” Cappasity (CAPP): 21 November 2019 Virtuality Paris 2019 “Cappasity to demonstrate its solution for the interactive shopping experience at Virtuality Paris 2019.” Horizen (ZEN): 21 November 2019 Weekly Insider Team updates at 3:30 PM UTC/ 11:30 AM EDT: Engineering, Node network, Product/UX, Helpdesk, Legal, BD, Marketing, CEO Closing thoughts, AMA. OKB (OKB): 21 November 2019 OKEx Talks — Johannesburg “Join us the largest city of South Africa — Johannesburg where we will host our OKEx Talks on the 21st Nov.” IOST (IOST): 22 November 2019 Singapore Workshop Join the Institute of Blockchain for their 2nd IOST technical workshop in Singapore on 22 Nov 2019. The workshop includes IOST’s key tech. OKB (OKB): 22 November 2019 St. Petersberg Talks “Join us in St. Petersberg on 22 Nov as we answer your questions on Crypto Security. “

Encrypted project calendar(November 22, 2019)

IOST (IOST): 22 November 2019 Singapore Workshop Join the Institute of Blockchain for their 2nd IOST technical workshop in Singapore on 22 Nov 2019. The workshop includes IOST’s key tech OKB (OKB): 22 November 2019 St. Petersberg Talks “Join us in St. Petersberg on 22 Nov as we answer your questions on Crypto Security. “

Encrypted project calendar(November 27, 2019)

OKB (OKB): 27 November 2019 OKEx Cryptour Vinnytsia “Join us in Vinnytsia as we journey through Ukraine for our OKEx Cryptour!” Fetch.ai (FET): 27 November 2019 London Meetup “Join us on 27 November @primalbasehq to hear an exciting progress report as we prepare for the launch of our #mainnet”

Encrypted project calendar(November 28, 2019)

Horizen (ZEN): 28 November 2019 Weekly Insider Team updates at 3:30 PM UTC/ 11:30 AM EDT: Engineering, Node network, Product/UX, Helpdesk, Legal, BD, Marketing, CEO Closing thoughts, AMA.

Encrypted project calendar(November 30, 2019)

Ethos (ETHOS): 30 November 2019 (or earlier) Rebranding “In November, we unveil the broker token, a dynamic utility token to power our commission-free crypto trading and broker platform, Voyager.” Digitex Futures (DGTX): 30 November 2019 Public Testnet Launch “…We can expect to see the world’s first zero-commission futures trading platform live on the Ethereum public testnet from 30th November.” Monero (XMR): 30 November 2019 Protocol Upgrade “Preliminary information thread regarding the scheduled protocol upgrade of November 30.” Chiliz (CHZ): 30 November 2019 (or earlier) Fiat to CHZ Exchanges “We will add another two fiat to $CHZ exchanges in November…” Skrumble Network (SKM): 30 November 2019 (or earlier) P2P & Group Calling “P2P & Group Video Calling,” during November 2019. Aergo (AERGO): 30 November 2019 (or earlier) Mainnet 2.0 Upgrade Mainnet 2.0 Protocol update by end of November. Akropolis (AKRO): 30 November 2019 (or earlier) Beta Release “All functionality has been deployed to mainnet.” Nash Exchange (NEX): 30 November 2019 (or earlier) Mobile Strategy Phase 2 “Phase 2 of our mobile strategy will be live soon with our wallet and portfolio app hitting stores in November!”

Encrypted project calendar(November 31, 2019)

Wanchain (WAN): 31 December 2019 (or earlier) Wanchain 4.0 Release Wanchain 4.0, which introduces private chains integration and multi-coin wallet, released in Dec 2019. QuarkChain (QKC): 31 December 2019 (or earlier) Token Testnet Release Testnet for Multi-Native-Token and New Consensuses.

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Subreddit Stats: cs7646_fall2017 top posts from 2017-08-23 to 2017-12-10 22:43 PDT

Period: 108.98 days
Submissions Comments
Total 999 10425
Rate (per day) 9.17 95.73
Unique Redditors 361 695
Combined Score 4162 17424

Top Submitters' Top Submissions

  1. 296 points, 24 submissions: tuckerbalch
    1. Project 2 Megathread (optimize_something) (33 points, 475 comments)
    2. project 3 megathread (assess_learners) (27 points, 1130 comments)
    3. For online students: Participation check #2 (23 points, 47 comments)
    4. ML / Data Scientist internship and full time job opportunities (20 points, 36 comments)
    5. Advance information on Project 3 (19 points, 22 comments)
    6. participation check #3 (19 points, 29 comments)
    7. manual_strategy project megathread (17 points, 825 comments)
    8. project 4 megathread (defeat_learners) (15 points, 209 comments)
    9. project 5 megathread (marketsim) (15 points, 484 comments)
    10. QLearning Robot project megathread (12 points, 691 comments)
  2. 278 points, 17 submissions: davebyrd
    1. A little more on Pandas indexing/slicing ([] vs ix vs iloc vs loc) and numpy shapes (37 points, 10 comments)
    2. Project 1 Megathread (assess_portfolio) (34 points, 466 comments)
    3. marketsim grades are up (25 points, 28 comments)
    4. Midterm stats (24 points, 32 comments)
    5. Welcome to CS 7646 MLT! (23 points, 132 comments)
    6. How to interact with TAs, discuss grades, performance, request exceptions... (18 points, 31 comments)
    7. assess_portfolio grades have been released (18 points, 34 comments)
    8. Midterm grades posted to T-Square (15 points, 30 comments)
    9. Removed posts (15 points, 2 comments)
    10. assess_portfolio IMPORTANT README: about sample frequency (13 points, 26 comments)
  3. 118 points, 17 submissions: yokh_cs7646
    1. Exam 2 Information (39 points, 40 comments)
    2. Reformat Assignment Pages? (14 points, 2 comments)
    3. What did the real-life Michael Burry have to say? (13 points, 2 comments)
    4. PSA: Read the Rubric carefully and ahead-of-time (8 points, 15 comments)
    5. How do I know that I'm correct and not just lucky? (7 points, 31 comments)
    6. ML Papers and News (7 points, 5 comments)
    7. What are "question pools"? (6 points, 4 comments)
    8. Explanation of "Regression" (5 points, 5 comments)
    9. GT Github taking FOREVER to push to..? (4 points, 14 comments)
    10. Dead links on the course wiki (3 points, 2 comments)
  4. 67 points, 13 submissions: harshsikka123
    1. To all those struggling, some words of courage! (20 points, 18 comments)
    2. Just got locked out of my apartment, am submitting from a stairwell (19 points, 12 comments)
    3. Thoroughly enjoying the lectures, some of the best I've seen! (13 points, 13 comments)
    4. Just for reference, how long did Assignment 1 take you all to implement? (3 points, 31 comments)
    5. Grade_Learners Taking about 7 seconds on Buffet vs 5 on Local, is this acceptable if all tests are passing? (2 points, 2 comments)
    6. Is anyone running into the Runtime Error, Invalid DISPLAY variable when trying to save the figures as pdfs to the Buffet servers? (2 points, 9 comments)
    7. Still not seeing an ML4T onboarding test on ProctorTrack (2 points, 10 comments)
    8. Any news on when Optimize_Something grades will be released? (1 point, 1 comment)
    9. Baglearner RMSE and leaf size? (1 point, 2 comments)
    10. My results are oh so slightly off, any thoughts? (1 point, 11 comments)
  5. 63 points, 10 submissions: htrajan
    1. Sample test case: missing data (22 points, 36 comments)
    2. Optimize_something test cases (13 points, 22 comments)
    3. Met Burt Malkiel today (6 points, 1 comment)
    4. Heads up: Dataframe.std != np.std (5 points, 5 comments)
    5. optimize_something: graph (5 points, 29 comments)
    6. Schedule still reflecting shortened summer timeframe? (4 points, 3 comments)
    7. Quick clarification about InsaneLearner (3 points, 8 comments)
    8. Test cases using rfr? (3 points, 5 comments)
    9. Input format of rfr (2 points, 1 comment)
    10. [Shameless recruiting post] Wealthfront is hiring! (0 points, 9 comments)
  6. 62 points, 7 submissions: swamijay
    1. defeat_learner test case (34 points, 38 comments)
    2. Project 3 test cases (15 points, 27 comments)
    3. Defeat_Learner - related questions (6 points, 9 comments)
    4. Options risk/reward (2 points, 0 comments)
    5. manual strategy - you must remain in the position for 21 trading days. (2 points, 9 comments)
    6. standardizing values (2 points, 0 comments)
    7. technical indicators - period for moving averages, or anything that looks past n days (1 point, 3 comments)
  7. 61 points, 9 submissions: gatech-raleighite
    1. Protip: Better reddit search (22 points, 9 comments)
    2. Helpful numpy array cheat sheet (16 points, 10 comments)
    3. In your experience Professor, Mr. Byrd, which strategy is "best" for trading ? (12 points, 10 comments)
    4. Industrial strength or mature versions of the assignments ? (4 points, 2 comments)
    5. What is the correct (faster) way of doing this bit of pandas code (updating multiple slice values) (2 points, 10 comments)
    6. What is the correct (pythonesque?) way to select 60% of rows ? (2 points, 11 comments)
    7. How to get adjusted close price for funds not publicly traded (TSP) ? (1 point, 2 comments)
    8. Is there a way to only test one or 2 of the learners using grade_learners.py ? (1 point, 10 comments)
    9. OMS CS Digital Career Seminar Series - Scott Leitstein recording available online? (1 point, 4 comments)
  8. 60 points, 2 submissions: reyallan
    1. [Project Questions] Unit Tests for assess_portfolio assignment (58 points, 52 comments)
    2. Financial data, technical indicators and live trading (2 points, 8 comments)
  9. 59 points, 12 submissions: dyllll
    1. Please upvote helpful posts and other advice. (26 points, 1 comment)
    2. Books to further study in trading with machine learning? (14 points, 9 comments)
    3. Is Q-Learning the best reinforcement learning method for stock trading? (4 points, 4 comments)
    4. Any way to download the lessons? (3 points, 4 comments)
    5. Can a TA please contact me? (2 points, 7 comments)
    6. Is the vectorization code from the youtube video available to us? (2 points, 2 comments)
    7. Position of webcam (2 points, 15 comments)
    8. Question about assignment one (2 points, 5 comments)
    9. Are udacity quizzes recorded? (1 point, 2 comments)
    10. Does normalization of indicators matter in a Q-Learner? (1 point, 7 comments)
  10. 56 points, 2 submissions: jan-laszlo
    1. Proper git workflow (43 points, 19 comments)
    2. Adding you SSH key for password-less access to remote hosts (13 points, 7 comments)
  11. 53 points, 1 submission: agifft3_omscs
    1. [Project Questions] Unit Tests for optimize_something assignment (53 points, 94 comments)
  12. 50 points, 16 submissions: BNielson
    1. Regression Trees (7 points, 9 comments)
    2. Two Interpretations of RFR are leading to two different possible Sharpe Ratios -- Need Instructor clarification ASAP (5 points, 3 comments)
    3. PYTHONPATH=../:. python grade_analysis.py (4 points, 7 comments)
    4. Running on Windows and PyCharm (4 points, 4 comments)
    5. Studying for the midterm: python questions (4 points, 0 comments)
    6. Assess Learners Grader (3 points, 2 comments)
    7. Manual Strategy Grade (3 points, 2 comments)
    8. Rewards in Q Learning (3 points, 3 comments)
    9. SSH/Putty on Windows (3 points, 4 comments)
    10. Slight contradiction on ProctorTrack Exam (3 points, 4 comments)
  13. 49 points, 7 submissions: j0shj0nes
    1. QLearning Robot - Finalized and Released Soon? (18 points, 4 comments)
    2. Flash Boys, HFT, frontrunning... (10 points, 3 comments)
    3. Deprecations / errata (7 points, 5 comments)
    4. Udacity lectures via GT account, versus personal account (6 points, 2 comments)
    5. Python: console-driven development (5 points, 5 comments)
    6. Buffet pandas / numpy versions (2 points, 2 comments)
    7. Quant research on earnings calls (1 point, 0 comments)
  14. 45 points, 11 submissions: Zapurza
    1. Suggestion for Strategy learner mega thread. (14 points, 1 comment)
    2. Which lectures to watch for upcoming project q learning robot? (7 points, 5 comments)
    3. In schedule file, there is no link against 'voting ensemble strategy'? Scheduled for Nov 13-20 week (6 points, 3 comments)
    4. How to add questions to the question bank? I can see there is 2% credit for that. (4 points, 5 comments)
    5. Scratch paper use (3 points, 6 comments)
    6. The big short movie link on you tube says the video is not available in your country. (3 points, 9 comments)
    7. Distance between training data date and future forecast date (2 points, 2 comments)
    8. News affecting stock market and machine learning algorithms (2 points, 4 comments)
    9. pandas import in pydev (2 points, 0 comments)
    10. Assess learner server error (1 point, 2 comments)
  15. 43 points, 23 submissions: chvbs2000
    1. Is the Strategy Learner finalized? (10 points, 3 comments)
    2. Test extra 15 test cases for marketsim (3 points, 12 comments)
    3. Confusion between the term computing "back-in time" and "going forward" (2 points, 1 comment)
    4. How to define "each transaction"? (2 points, 4 comments)
    5. How to filling the assignment into Jupyter Notebook? (2 points, 4 comments)
    6. IOError: File ../data/SPY.csv does not exist (2 points, 4 comments)
    7. Issue in Access to machines at Georgia Tech via MacOS terminal (2 points, 5 comments)
    8. Reading data from Jupyter Notebook (2 points, 3 comments)
    9. benchmark vs manual strategy vs best possible strategy (2 points, 2 comments)
    10. global name 'pd' is not defined (2 points, 4 comments)
  16. 43 points, 15 submissions: shuang379
    1. How to test my code on buffet machine? (10 points, 15 comments)
    2. Can we get the ppt for "Decision Trees"? (8 points, 2 comments)
    3. python question pool question (5 points, 6 comments)
    4. set up problems (3 points, 4 comments)
    5. Do I need another camera for scanning? (2 points, 9 comments)
    6. Is chapter 9 covered by the midterm? (2 points, 2 comments)
    7. Why grade_analysis.py could run even if I rm analysis.py? (2 points, 5 comments)
    8. python question pool No.48 (2 points, 6 comments)
    9. where could we find old versions of the rest projects? (2 points, 2 comments)
    10. where to put ml4t-libraries to install those libraries? (2 points, 1 comment)
  17. 42 points, 14 submissions: larrva
    1. is there a mistake in How-to-learn-a-decision-tree.pdf (7 points, 7 comments)
    2. maximum recursion depth problem (6 points, 10 comments)
    3. [Urgent]Unable to use proctortrack in China (4 points, 21 comments)
    4. manual_strategynumber of indicators to use (3 points, 10 comments)
    5. Assignment 2: Got 63 points. (3 points, 3 comments)
    6. Software installation workshop (3 points, 7 comments)
    7. question regarding functools32 version (3 points, 3 comments)
    8. workshop on Aug 31 (3 points, 8 comments)
    9. Mount remote server to local machine (2 points, 2 comments)
    10. any suggestion on objective function (2 points, 3 comments)
  18. 41 points, 8 submissions: Ran__Ran
    1. Any resource will be available for final exam? (19 points, 6 comments)
    2. Need clarification on size of X, Y in defeat_learners (7 points, 10 comments)
    3. Get the same date format as in example chart (4 points, 3 comments)
    4. Cannot log in GitHub Desktop using GT account? (3 points, 3 comments)
    5. Do we have notes or ppt for Time Series Data? (3 points, 5 comments)
    6. Can we know the commission & market impact for short example? (2 points, 7 comments)
    7. Course schedule export issue (2 points, 15 comments)
    8. Buying/seeking beta v.s. buying/seeking alpha (1 point, 6 comments)
  19. 38 points, 4 submissions: ProudRamblinWreck
    1. Exam 2 Study topics (21 points, 5 comments)
    2. Reddit participation as part of grade? (13 points, 32 comments)
    3. Will birds chirping in the background flag me on Proctortrack? (3 points, 5 comments)
    4. Midterm Study Guide question pools (1 point, 2 comments)
  20. 37 points, 6 submissions: gatechben
    1. Submission page for strategy learner? (14 points, 10 comments)
    2. PSA: The grading script for strategy_learner changed on the 26th (10 points, 9 comments)
    3. Where is util.py supposed to be located? (8 points, 8 comments)
    4. PSA:. The default dates in the assignment 1 template are not the same as the examples on the assignment page. (2 points, 1 comment)
    5. Schedule: Discussion of upcoming trading projects? (2 points, 3 comments)
    6. [defeat_learners] More than one column for X? (1 point, 1 comment)
  21. 37 points, 3 submissions: jgeiger
    1. Please send/announce when changes are made to the project code (23 points, 7 comments)
    2. The Big Short on Netflix for OMSCS students (week of 10/16) (11 points, 6 comments)
    3. Typo(?) for Assess_portfolio wiki page (3 points, 2 comments)
  22. 35 points, 10 submissions: ltian35
    1. selecting row using .ix (8 points, 9 comments)
    2. Will the following 2 topics be included in the final exam(online student)? (7 points, 4 comments)
    3. udacity quiz (7 points, 4 comments)
    4. pdf of lecture (3 points, 4 comments)
    5. print friendly version of the course schedule (3 points, 9 comments)
    6. about learner regression vs classificaiton (2 points, 2 comments)
    7. is there a simple way to verify the correctness of our decision tree (2 points, 4 comments)
    8. about Building an ML-based forex strategy (1 point, 2 comments)
    9. about technical analysis (1 point, 6 comments)
    10. final exam online time period (1 point, 2 comments)
  23. 33 points, 2 submissions: bhrolenok
    1. Assess learners template and grading script is now available in the public repository (24 points, 0 comments)
    2. Tutorial for software setup on Windows (9 points, 35 comments)
  24. 31 points, 4 submissions: johannes_92
    1. Deadline extension? (26 points, 40 comments)
    2. Pandas date indexing issues (2 points, 5 comments)
    3. Why do we subtract 1 from SMA calculation? (2 points, 3 comments)
    4. Unexpected number of calls to query, sum=20 (should be 20), max=20 (should be 1), min=20 (should be 1) -bash: syntax error near unexpected token `(' (1 point, 3 comments)
  25. 30 points, 5 submissions: log_base_pi
    1. The Massive Hedge Fund Betting on AI [Article] (9 points, 1 comment)
    2. Useful Python tips and tricks (8 points, 10 comments)
    3. Video of overview of remaining projects with Tucker Balch (7 points, 1 comment)
    4. Will any material from the lecture by Goldman Sachs be covered on the exam? (5 points, 1 comment)
    5. What will the 2nd half of the course be like? (1 point, 8 comments)
  26. 30 points, 4 submissions: acschwabe
    1. Assignment and Exam Calendar (ICS File) (17 points, 6 comments)
    2. Please OMG give us any options for extra credit (8 points, 12 comments)
    3. Strategy learner question (3 points, 1 comment)
    4. Proctortrack: Do we need to schedule our test time? (2 points, 10 comments)
  27. 29 points, 9 submissions: _ant0n_
    1. Next assignment? (9 points, 6 comments)
    2. Proctortrack Onboarding test? (6 points, 11 comments)
    3. Manual strategy: Allowable positions (3 points, 7 comments)
    4. Anyone watched Black Scholes documentary? (2 points, 16 comments)
    5. Buffet machines hardware (2 points, 6 comments)
    6. Defeat learners: clarification (2 points, 4 comments)
    7. Is 'optimize_something' on the way to class GitHub repo? (2 points, 6 comments)
    8. assess_portfolio(... gen_plot=True) (2 points, 8 comments)
    9. remote job != remote + international? (1 point, 15 comments)
  28. 26 points, 10 submissions: umersaalis
    1. comments.txt (7 points, 6 comments)
    2. Assignment 2: report.pdf (6 points, 30 comments)
    3. Assignment 2: report.pdf sharing & plagiarism (3 points, 12 comments)
    4. Max Recursion Limit (3 points, 10 comments)
    5. Parametric vs Non-Parametric Model (3 points, 13 comments)
    6. Bag Learner Training (1 point, 2 comments)
    7. Decision Tree Issue: (1 point, 2 comments)
    8. Error in Running DTLearner and RTLearner (1 point, 12 comments)
    9. My Results for the four learners. Please check if you guys are getting values somewhat near to these. Exact match may not be there due to randomization. (1 point, 4 comments)
    10. Can we add the assignments and solutions to our public github profile? (0 points, 7 comments)
  29. 26 points, 6 submissions: abiele
    1. Recommended Reading? (13 points, 1 comment)
    2. Number of Indicators Used by Actual Trading Systems (7 points, 6 comments)
    3. Software Install Instructions From TA's Video Not Working (2 points, 2 comments)
    4. Suggest that TA/Instructor Contact Info Should be Added to the Syllabus (2 points, 2 comments)
    5. ML4T Software Setup (1 point, 3 comments)
    6. Where can I find the grading folder? (1 point, 4 comments)
  30. 26 points, 6 submissions: tomatonight
    1. Do we have all the information needed to finish the last project Strategy learner? (15 points, 3 comments)
    2. Does anyone interested in cryptocurrency trading/investing/others? (3 points, 6 comments)
    3. length of portfolio daily return (3 points, 2 comments)
    4. Did Michael Burry, Jamie&Charlie enter the short position too early? (2 points, 4 comments)
    5. where to check participation score (2 points, 1 comment)
    6. Where to collect the midterm exam? (forgot to take it last week) (1 point, 3 comments)
  31. 26 points, 3 submissions: hilo260
    1. Is there a template for optimize_something on GitHub? (14 points, 3 comments)
    2. Marketism project? (8 points, 6 comments)
    3. "Do not change the API" (4 points, 7 comments)
  32. 26 points, 3 submissions: niufen
    1. Windows Server Setup Guide (23 points, 16 comments)
    2. Strategy Learner Adding UserID as Comment (2 points, 2 comments)
    3. Connect to server via Python Error (1 point, 6 comments)
  33. 26 points, 3 submissions: whoyoung99
    1. How much time you spend on Assess Learner? (13 points, 47 comments)
    2. Git clone repository without fork (8 points, 2 comments)
    3. Just for fun (5 points, 1 comment)
  34. 25 points, 8 submissions: SharjeelHanif
    1. When can we discuss defeat learners methods? (10 points, 1 comment)
    2. Are the buffet servers really down? (3 points, 2 comments)
    3. Are the midterm results in proctortrack gone? (3 points, 3 comments)
    4. Will these finance topics be covered on the final? (3 points, 9 comments)
    5. Anyone get set up with Proctortrack? (2 points, 10 comments)
    6. Incentives Quiz Discussion (2-01, Lesson 11.8) (2 points, 3 comments)
    7. Anyone from Houston, TX (1 point, 1 comment)
    8. How can I trace my error back to a line of code? (assess learners) (1 point, 3 comments)
  35. 25 points, 5 submissions: jlamberts3
    1. Conda vs VirtualEnv (7 points, 8 comments)
    2. Cool Portfolio Backtesting Tool (6 points, 6 comments)
    3. Warren Buffett wins $1M bet made a decade ago that the S&P 500 stock index would outperform hedge funds (6 points, 12 comments)
    4. Windows Ubuntu Subsystem Putty Alternative (4 points, 0 comments)
    5. Algorithmic Trading Of Digital Assets (2 points, 0 comments)
  36. 25 points, 4 submissions: suman_paul
    1. Grade statistics (9 points, 3 comments)
    2. Machine Learning book by Mitchell (6 points, 11 comments)
    3. Thank You (6 points, 6 comments)
    4. Assignment1 ready to be cloned? (4 points, 4 comments)
  37. 25 points, 3 submissions: Spareo
    1. Submit Assignments Function (OS X/Linux) (15 points, 6 comments)
    2. Quantsoftware Site down? (8 points, 38 comments)
    3. ML4T_2017Spring folder on Buffet server?? (2 points, 5 comments)
  38. 24 points, 14 submissions: nelsongcg
    1. Is it realistic for us to try to build our own trading bot and profit? (6 points, 21 comments)
    2. Is the risk free rate zero for any country? (3 points, 7 comments)
    3. Models and black swans - discussion (3 points, 0 comments)
    4. Normal distribution assumption for options pricing (2 points, 3 comments)
    5. Technical analysis for cryptocurrency market? (2 points, 4 comments)
    6. A counter argument to models by Nassim Taleb (1 point, 0 comments)
    7. Are we demandas to use the sample for part 1? (1 point, 1 comment)
    8. Benchmark for "trusting" your trading algorithm (1 point, 5 comments)
    9. Don't these two statements on the project description contradict each other? (1 point, 2 comments)
    10. Forgot my TA (1 point, 6 comments)
  39. 24 points, 11 submissions: nurobezede
    1. Best way to obtain survivor bias free stock data (8 points, 1 comment)
    2. Please confirm Midterm is from October 13-16 online with proctortrack. (5 points, 2 comments)
    3. Are these DTlearner Corr values good? (2 points, 6 comments)
    4. Testing gen_data.py (2 points, 3 comments)
    5. BagLearner of Baglearners says 'Object is not callable' (1 point, 8 comments)
    6. DTlearner training RMSE none zero but almost there (1 point, 2 comments)
    7. How to submit analysis using git and confirm it? (1 point, 2 comments)
    8. Passing kwargs to learners in a BagLearner (1 point, 5 comments)
    9. Sampling for bagging tree (1 point, 8 comments)
    10. code failing the 18th test with grade_learners.py (1 point, 6 comments)
  40. 24 points, 4 submissions: AeroZach
    1. questions about how to build a machine learning system that's going to work well in a real market (12 points, 6 comments)
    2. Survivor Bias Free Data (7 points, 5 comments)
    3. Genetic Algorithms for Feature selection (3 points, 5 comments)
    4. How far back can you train? (2 points, 2 comments)
  41. 23 points, 9 submissions: vsrinath6
    1. Participation check #3 - Haven't seen it yet (5 points, 5 comments)
    2. What are the tasks for this week? (5 points, 12 comments)
    3. No projects until after the mid-term? (4 points, 5 comments)
    4. Format / Syllabus for the exams (2 points, 3 comments)
    5. Has there been a Participation check #4? (2 points, 8 comments)
    6. Project 3 not visible on T-Square (2 points, 3 comments)
    7. Assess learners - do we need to check is method implemented for BagLearner? (1 point, 4 comments)
    8. Correct number of days reported in the dataframe (should be the number of trading days between the start date and end date, inclusive). (1 point, 0 comments)
    9. RuntimeError: Invalid DISPLAY variable (1 point, 2 comments)
  42. 23 points, 8 submissions: nick_algorithm
    1. Help with getting Average Daily Return Right (6 points, 7 comments)
    2. Hint for args argument in scipy minimize (5 points, 2 comments)
    3. How do you make money off of highly volatile (high SDDR) stocks? (4 points, 5 comments)
    4. Can We Use Code Obtained from Class To Make Money without Fear of Being Sued (3 points, 6 comments)
    5. Is the Std for Bollinger Bands calculated over the same timespan of the Moving Average? (2 points, 2 comments)
    6. Can't run grade_learners.py but I'm not doing anything different from the last assignment (?) (1 point, 5 comments)
    7. How to determine value at terminal node of tree? (1 point, 1 comment)
    8. Is there a way to get Reddit announcements piped to email (or have a subsequent T-Square announcement published simultaneously) (1 point, 2 comments)
  43. 23 points, 1 submission: gong6
    1. Is manual strategy ready? (23 points, 6 comments)
  44. 21 points, 6 submissions: amchang87
    1. Reason for public reddit? (6 points, 4 comments)
    2. Manual Strategy - 21 day holding Period (4 points, 12 comments)
    3. Sharpe Ratio (4 points, 6 comments)
    4. Manual Strategy - No Position? (3 points, 3 comments)
    5. ML / Manual Trader Performance (2 points, 0 comments)
    6. T-Square Submission Missing? (2 points, 3 comments)
  45. 21 points, 6 submissions: fall2017_ml4t_cs_god
    1. PSA: When typing in code, please use 'formatting help' to see how to make the code read cleaner. (8 points, 2 comments)
    2. Why do Bollinger Bands use 2 standard deviations? (5 points, 20 comments)
    3. How do I log into the [email protected]? (3 points, 1 comment)
    4. Is midterm 2 cumulative? (2 points, 3 comments)
    5. Where can we learn about options? (2 points, 2 comments)
    6. How do you calculate the analysis statistics for bps and manual strategy? (1 point, 1 comment)
  46. 21 points, 5 submissions: Jmitchell83
    1. Manual Strategy Grades (12 points, 9 comments)
    2. two-factor (3 points, 6 comments)
    3. Free to use volume? (2 points, 1 comment)
    4. Is MC1-Project-1 different than assess_portfolio? (2 points, 2 comments)
    5. Online Participation Checks (2 points, 4 comments)
  47. 21 points, 5 submissions: Sergei_B
    1. Do we need to worry about missing data for Asset Portfolio? (14 points, 13 comments)
    2. How do you get data from yahoo in panda? the sample old code is below: (2 points, 3 comments)
    3. How to fix import pandas as pd ImportError: No module named pandas? (2 points, 4 comments)
    4. Python Practice exam Question 48 (2 points, 2 comments)
    5. Mac: "virtualenv : command not found" (1 point, 2 comments)
  48. 21 points, 3 submissions: mharrow3
    1. First time reddit user .. (17 points, 37 comments)
    2. Course errors/types (2 points, 2 comments)
    3. Install course software on macOS using Vagrant .. (2 points, 0 comments)
  49. 20 points, 9 submissions: iceguyvn
    1. Manual strategy implementation for future projects (4 points, 15 comments)
    2. Help with correlation calculation (3 points, 15 comments)
    3. Help! maximum recursion depth exceeded (3 points, 10 comments)
    4. Help: how to index by date? (2 points, 4 comments)
    5. How to attach a 1D array to a 2D array? (2 points, 2 comments)
    6. How to set a single cell in a 2D DataFrame? (2 points, 4 comments)
    7. Next assignment after marketsim? (2 points, 4 comments)
    8. Pythonic way to detect the first row? (1 point, 6 comments)
    9. Questions regarding seed (1 point, 1 comment)
  50. 20 points, 3 submissions: JetsonDavis
    1. Push back assignment 3? (10 points, 14 comments)
    2. Final project (9 points, 3 comments)
    3. Numpy versions (1 point, 2 comments)
  51. 20 points, 2 submissions: pharmerino
    1. assess_portfolio test cases (16 points, 88 comments)
    2. ML4T Assignments (4 points, 6 comments)

Top Commenters

  1. tuckerbalch (2296 points, 1185 comments)
  2. davebyrd (1033 points, 466 comments)
  3. yokh_cs7646 (320 points, 177 comments)
  4. rgraziano3 (266 points, 147 comments)
  5. j0shj0nes (264 points, 148 comments)
  6. i__want__piazza (236 points, 127 comments)
  7. swamijay (227 points, 116 comments)
  8. _ant0n_ (205 points, 149 comments)
  9. ml4tstudent (204 points, 117 comments)
  10. gatechben (179 points, 107 comments)
  11. BNielson (176 points, 108 comments)
  12. jameschanx (176 points, 94 comments)
  13. Artmageddon (167 points, 83 comments)
  14. htrajan (162 points, 81 comments)
  15. boyko11 (154 points, 99 comments)
  16. alyssa_p_hacker (146 points, 80 comments)
  17. log_base_pi (141 points, 80 comments)
  18. Ran__Ran (139 points, 99 comments)
  19. johnsmarion (136 points, 86 comments)
  20. jgorman30_gatech (135 points, 102 comments)
  21. dyllll (125 points, 91 comments)
  22. MikeLachmayr (123 points, 95 comments)
  23. awhoof (113 points, 72 comments)
  24. SharjeelHanif (106 points, 59 comments)
  25. larrva (101 points, 69 comments)
  26. augustinius (100 points, 52 comments)
  27. oimesbcs (99 points, 67 comments)
  28. vansh21k (98 points, 62 comments)
  29. W1redgh0st (97 points, 70 comments)
  30. ybai67 (96 points, 41 comments)
  31. JuanCarlosKuriPinto (95 points, 54 comments)
  32. acschwabe (93 points, 58 comments)
  33. pharmerino (92 points, 47 comments)
  34. jgeiger (91 points, 28 comments)
  35. Zapurza (88 points, 70 comments)
  36. jyoms (87 points, 55 comments)
  37. omscs_zenan (87 points, 44 comments)
  38. nurobezede (85 points, 64 comments)
  39. BelaZhu (83 points, 50 comments)
  40. jason_gt (82 points, 36 comments)
  41. shuang379 (81 points, 64 comments)
  42. ggatech (81 points, 51 comments)
  43. nitinkodial_gatech (78 points, 59 comments)
  44. harshsikka123 (77 points, 55 comments)
  45. bkeenan7 (76 points, 49 comments)
  46. moxyll (76 points, 32 comments)
  47. nelsongcg (75 points, 53 comments)
  48. nickzelei (75 points, 41 comments)
  49. hunter2omscs (74 points, 29 comments)
  50. pointblank41 (73 points, 36 comments)
  51. zheweisun (66 points, 48 comments)
  52. bs_123 (66 points, 36 comments)
  53. storytimeuva (66 points, 36 comments)
  54. sva6 (66 points, 31 comments)
  55. bhrolenok (66 points, 27 comments)
  56. lingkaizuo (63 points, 46 comments)
  57. Marvel_this (62 points, 36 comments)
  58. agifft3_omscs (62 points, 35 comments)
  59. ssung40 (61 points, 47 comments)
  60. amchang87 (61 points, 32 comments)
  61. joshuak_gatech (61 points, 30 comments)
  62. fall2017_ml4t_cs_god (60 points, 50 comments)
  63. ccrouch8 (60 points, 45 comments)
  64. nick_algorithm (60 points, 29 comments)
  65. JetsonDavis (59 points, 35 comments)
  66. yjacket103 (58 points, 36 comments)
  67. hilo260 (58 points, 29 comments)
  68. coolwhip1234 (58 points, 15 comments)
  69. chvbs2000 (57 points, 49 comments)
  70. suman_paul (57 points, 29 comments)
  71. masterm (57 points, 23 comments)
  72. RolfKwakkelaar (55 points, 32 comments)
  73. rpb3 (55 points, 23 comments)
  74. venkatesh8 (54 points, 30 comments)
  75. omscs_avik (53 points, 37 comments)
  76. bman8810 (52 points, 31 comments)
  77. snladak (51 points, 31 comments)
  78. dfihn3 (50 points, 43 comments)
  79. mlcrypto (50 points, 32 comments)
  80. omscs-student (49 points, 26 comments)
  81. NellVega (48 points, 32 comments)
  82. booglespace (48 points, 23 comments)
  83. ccortner3 (48 points, 23 comments)
  84. caa5042 (47 points, 34 comments)
  85. gcalma3 (47 points, 25 comments)
  86. krushnatmore (44 points, 32 comments)
  87. sn_48 (43 points, 22 comments)
  88. thenewprofessional (43 points, 16 comments)
  89. urider (42 points, 33 comments)
  90. gatech-raleighite (42 points, 30 comments)
  91. chrisong2017 (41 points, 26 comments)
  92. ProudRamblinWreck (41 points, 24 comments)
  93. kramey8 (41 points, 24 comments)
  94. coderafk (40 points, 28 comments)
  95. niufen (40 points, 23 comments)
  96. tholladay3 (40 points, 23 comments)
  97. SaberCrunch (40 points, 22 comments)
  98. gnr11 (40 points, 21 comments)
  99. nadav3 (40 points, 18 comments)
  100. gt7431a (40 points, 16 comments)

Top Submissions

  1. [Project Questions] Unit Tests for assess_portfolio assignment by reyallan (58 points, 52 comments)
  2. [Project Questions] Unit Tests for optimize_something assignment by agifft3_omscs (53 points, 94 comments)
  3. Proper git workflow by jan-laszlo (43 points, 19 comments)
  4. Exam 2 Information by yokh_cs7646 (39 points, 40 comments)
  5. A little more on Pandas indexing/slicing ([] vs ix vs iloc vs loc) and numpy shapes by davebyrd (37 points, 10 comments)
  6. Project 1 Megathread (assess_portfolio) by davebyrd (34 points, 466 comments)
  7. defeat_learner test case by swamijay (34 points, 38 comments)
  8. Project 2 Megathread (optimize_something) by tuckerbalch (33 points, 475 comments)
  9. project 3 megathread (assess_learners) by tuckerbalch (27 points, 1130 comments)
  10. Deadline extension? by johannes_92 (26 points, 40 comments)

Top Comments

  1. 34 points: jgeiger's comment in QLearning Robot project megathread
  2. 31 points: coolwhip1234's comment in QLearning Robot project megathread
  3. 30 points: tuckerbalch's comment in Why Professor is usually late for class?
  4. 23 points: davebyrd's comment in Deadline extension?
  5. 20 points: jason_gt's comment in What would be a good quiz question regarding The Big Short?
  6. 19 points: yokh_cs7646's comment in For online students: Participation check #2
  7. 17 points: i__want__piazza's comment in project 3 megathread (assess_learners)
  8. 17 points: nathakhanh2's comment in Project 2 Megathread (optimize_something)
  9. 17 points: pharmerino's comment in Midterm study Megathread
  10. 17 points: tuckerbalch's comment in Midterm grades posted to T-Square
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