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This repository contains machine learning models which have been implemented on different datasets using various techniques, as I keep exploring I'll add.

All models are constructed using Python, Tensorflow and IPython notebook

Yashwanth Reddy Virupaksha's Projects

model-and-policy-networks-reinforcement-learning icon model-and-policy-networks-reinforcement-learning

The Reinforcement Learning problem can be improved in certain circumstances by creating a Model neural network to learn the dynamics of the real environment and learn by experimenting in the Model environment instead of Real environment.

policy-gradients-contextual-bandit-problem icon policy-gradients-contextual-bandit-problem

The contextual Bandit problem is the intermediate between Simple Bandit problem and the full RL problem. In this experiment we are going to find optimal policy to obtain maximum rewards.

policy-gradients-full-rl-cartpole icon policy-gradients-full-rl-cartpole

This experiment learns the optimal policies by the method of Policy-Gradients in the Full Reinforcement Learning problem in the environment "CartPole" from OpenAI Gym.

pybasset icon pybasset

This project is a PyTorch rewrite of the ML library “Basset”

q-learning-neural-networks-openai-gym icon q-learning-neural-networks-openai-gym

With the concept of Q-Learning using Neural Networks in Reinforcement Learning we are going to experiment in the environment "FrozenLake" provided by OpenAI Gym

q-table-learning-openai-gym icon q-table-learning-openai-gym

With the concept of Q-Table learning in Reinforcement Learning we are going to experiment in the environment "FrozenLake" provided by OpenAI Gym

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