HFT-price-prediction
Unverified ML strategy on Multi by hzjken. BotFinder score 18 out of 100.
A project of using machine learning model (tree-based) to predict short-term instrument price up or down in high frequency trading.
Source: github
BotFinder analysis pending.
HFT-price-prediction
HFT-price-prediction A project of using machine learning model (tree-based) to predict instrument price up or down in high frequency trading. Project Background A data science hands-on exercise of a high frequency trading company. Task To build a model with the given data to predict whether the trading price will go up or down in a short future. (classification problem) Data Explanation Feature Columns timestamp str, datetime string. bidprice float, price of current bid in the market. bidqty float, quantity currently available at the bid price. bidprice float, price of current ask in the market. askqty float, quantity currently available at the ask price. tradeprice float, last traded price. sumtrade1s float, sum of quantity traded over the last second. bidadvancetime float, seconds since bid price last advanced. askadvancetime float, seconds since ask price last advanced. lasttradetime float, seconds since last trade. Labels 1sside int 3sside int 5sside int Labels indicate what is type of the first event that will happen in the next x seconds, where: 0 -- No price change. 1 -- Bid p
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