Stock and Crypto Predictions Using Machine Learning

This is a model for predicting several stocks and cryptocurrency using machine learning

Stocks and Cryptocurrency

The stocks and cryptocurrency provided for this model are (5 year from 2016-2019, 2021 Q1-Q2 used as predictions data) :

• BBCA
• BBRI
• TLKM
• BTC
• ETH
• USDT

Dataset

You can acquire the dataset by downloading historical price from Yahoo Finance or use the yahoo historical python library.

Algorithm

The algorithm used in these models are Multiple Linear Regression, Lasso Regression, Elastic Net Regression, Random Forest Regressor, Support Vector Regressor

Further Improvements

The result in this models are far from prefect. So, i'm suggesting that if you want an improvements you should explore Deep Learning models like LSTM, RNN, or GRU and Time Series analysis