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This experiment discuss about the enhanced method of stock price prediction using 3 models, namely LSTM, BiLSTM and CNN2D+BiLSTM

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Senior Project 1 - Stock Price Prediction

Capstone project is made by Python

Algorithm schema

Table of contents

Set up

To run this project, install it locally using git

git clone https://github.com/Syun1208/stock-price-prediction

Collecting data

You can download data from yahoo.com: DOGE-USD.csv, DOGE_TEST.csv.

It includes 1532 rows x 6 columns.

Preprocessing data

sc = MinMaxScaler(feature_range = (0, 1))

Training LSTM Model

Prediction from real data

Trend direction prediction

Deep Reinforcement Learning

Execute on Cloud System

Results

Totally, our experiments are reported in the link below.

Link: Results

Experiments: Colab

About

This experiment discuss about the enhanced method of stock price prediction using 3 models, namely LSTM, BiLSTM and CNN2D+BiLSTM

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