Portfolio Optimization Using Machine Learning (May 2021 - July 2021)
The objective of the project can be concluded as follows:
To predict future stock returns using machine learning and deep learning algorithms
To optimize the allocation of stock returns within a portfolio using Markowitz’s MVO framework
Comparison of the approach with the classical passive portfolio approach like Capital Asset Pricing Model (CAPM)
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Early Prediction of Signs of Mental Illness from Clinical Records and Social Media Using Natural Language Processing and Machine Learning (Jan 2023 - July 2023)
The objective of the project can be concluded as follows:
To detect the signs of early prediction of mental illness from Reddit (a popular social media)
First transformed the textual data into vector form using Natural Language Processing Techniques
Various ML models has applied to the classification problem