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ai_in_finance icon ai_in_finance

This is the code for "AI in Finance" By Siraj Raval on Youtube

forecast_financial_time_series_with_machine_learning icon forecast_financial_time_series_with_machine_learning

Forecasting the dynamics of financial time series using machine learning methods (Прогноз динамики финансовых временных рядов с помощью методов машинного обучения)

lstm_rnn_tutorials_with_demo icon lstm_rnn_tutorials_with_demo

LSTM-RNN Tutorial with LSTM and RNN Tutorial with Demo with Demo Projects such as Stock/Bitcoin Time Series Prediction, Sentiment Analysis, Music Generation using Keras-Tensorflow

stock-prediction icon stock-prediction

Implementation of stock technical indicators and deep LSTM for closing price 30-day lookahead predictions.

stock_trend_prediction_using_setiment_analysis_of_news_data. icon stock_trend_prediction_using_setiment_analysis_of_news_data.

I scrape the news data using webhose.io and stock price data using nsepy. then I labelled the data using information about rising or fall in prices corresponding to news scraped for that day. For the word embeddings, I used GloVe provided by Stanford University. I used stop words from NLTK to remove sentence fillers that do not change the context. Then I used TF-IDF to remove the words that provide the least information. then I used LSTM to map any time-dependent relations in the data set and predicted if a user should "buy" or "sell" the share and with what confidence based on today's news events.

stocknn icon stocknn

Stock Market Prediction Using Neural Network Models (Backpropagation, RNN LSTM, RBF) using keras with Tensorflow backend

stockprice icon stockprice

Data and Notebook for the Stock Price Prediction Tutorial

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