Respository for ML and Data Analytics tools

simple text summeriser

• Utilises transformer and pipeline to generate a summary of text using NLP
• text_sumeriser.py for reference
• Code snippet can be used in other projects

Heart Attack Data Analytics and Prediction

• Utilises Pandas, Numpy, Scikit-learn, and Matplotlib.
• Data Analytics of different parameters and correlation with Hart attack
• Cleans the dataset by checking for missing values and outlier and converts categorical variables such as Sex, ChestPainType, RestingECG, ExerciseAngina, and ST_Slope into numerical values using techniques like one-hot encoding or label encoding
• Trained Using 2666 record of different heart paitents across India
• Tune the model hyperparameters to optimize its performance and reduce overfitting or underfitting. Deploy the model to predict heart disease risk in new patients and validate its accuracy on real-world data.

Stock market Analytics and Prdiction using LSTM

• Descriptive Statistics about the Data
• Moving average of the various stocks
• Daily return of the stock on average
• Predicting the closing price stock price