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Veeraraghavan Narasimhan's Projects

advanced-rl icon advanced-rl

Solutions for Deep RL problems from Deep RL Hands-On 2E

cpp-sdl2 icon cpp-sdl2

Sample programs in CPP using the SDL 2 Library

dql-snake-v2 icon dql-snake-v2

DQN agent which plays snake with raw pixel values rather than with feature selection.

general-nn icon general-nn

General neural network (Vectorised with numpy) class with flexible layers and activations.

handson-ml2 icon handson-ml2

A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2.

mnist-solution-nn icon mnist-solution-nn

Vectorised solution for the mnist handwritten digits dataset with 90%+ accuracy using my general neural network class. (No special libraries used)

reinforcement-learning icon reinforcement-learning

Implementation of Reinforcement Learning Algorithms. Python, OpenAI Gym, Tensorflow. Exercises and Solutions to accompany Sutton's Book and David Silver's course.

rl-cartpole icon rl-cartpole

Open AI Gym cartpole problem solved using deep q learning.

sniplet icon sniplet

Free and Open-Source Command Line tool for Text Replacement

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