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Capstone_Project_APU

Sentiment analysis & machine learning model to predict stock movement. Experiment with various technique to generate trading signal such as hybrid Simple Moving Average combine with sentiment analysis and 5 machine learning technique (Logistic Regression, Naive Bayes, SVM, Random Forest & MLP). Dataset was mining using web scraping technique & API.

##Webscraping result
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Baseline Benchmark (Buy & Hold Strategy)

result
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Simple Moving Average + Sentiment Analysis Model

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Machine Learning Model

         SVM               |       Random Forest          |           MLP 

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Support Vector Machine

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Random Forest

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Multi Layer Perceptron

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Overall Result


0.80 Sharpe Ratio on SMA & Sentiment Analysis | 26.2% Annual Return
0.79 Sharpe Ratio on MLP Model | 42.6% Annual Return
result

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