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actor-critic

affective-state-analysis

A multi-view user engagement recognition prototype classifying engagement levels of 4. Developed Convolution Neural Network extending VGG-16 with effective weights on DAiSEE dataset with an accuracy of 87%.  Enhanced stability with micro and macro expressions of users from an unstructured e-learning environment.

dqn_ddqn

Value Based and policy gradient Algorithms Implementation on single and multi agent environments.

fairness-in-multi-agent-systems

Ensuring trust among agents using Multi-Agent Deep Reinforcement Learning

k-means-clustering

Implemented K-Means Clustering from scratch on Cifar-10 dataset, Optimized the model using Auto- Encoders.

logistic-regression

A Logistic Regression model which predicts and differentiates the diabetic patients from the given Pima Indians Diabetes Database dataset. Hyper parameter tuning is implemented using Tensorflow board visualizations.

numerical-mathematics---matlab

Problems solving using MATLAB

stock-trading-prediction-using-rl

A project that predicts stocks using Q-Learning algorithm in deep Reinforcement Learning. This project leveraged the usage of Nvidia’s last 5 years (2017-2021) stock price dataset