Machine-Learning

This repository contains all my machine learning and deep learning codes for various datasets written in scikit learn for maching learning and keras & Pytorch for deep learning.

Udacity Course Projects:

• Double-jointed arm - Continous state DDPG agent
• Robot Navigation in Virtual Env - Deep Q Learning based robot navigation
• Two Player Robot Playing Tennis - Multi-agent example using MADDPG
• Sentiment analysis model - End-to-End modeel deployment in AWS SageMaker
• Udacity Face image generator -F ace image generation using DCGAN
• Udacity TV Script generator - TV Script generation using LSTM

Hackathon Projects :

• List of all hackathon projects

Hobby deep learning projects:

• CUDA Accelerated Navie Bayes- CUDA and OpenMP Accelerated Implementation of Naive Bayes and it’s variants
• Remastering Starcraft Video- Inspried from Pix2Pix RESGAN a GAN based model
• Autonomous Drone Maintenance and Surveillance- Real-time video surveillance and machinery maintenance
• Fairness in SVM- Analysis of model fariness in SVM model
• Statement of Purpose generation using LSTM - Text generator using LSTM
• Boltzmann-machine-for-movie-recommender-System - Movie recommendation using RBM
• Movie rating ( Boltzmann_Machines) - Both Autoencoder and Boltzmann machine
• Malaria Detection - Transfer learning Pytorch
• Style Transfer - Pytorch code for style transfer
• GAN for generating number - Digit Generation
• Facial Recognition - Custome face recognition using
  Deep Learning and OpenCV

Other introduction Machine Learning Problems :

• Salary prediction - Regression
• Social Network Ads prediciton - Classification
• 50_startup_profit - Mutiple linear regression
• Bank Churn Modelling - Bank customer churn classification
• Handwritten Mnist - Pytorch based CNN image classifier
• Dogs vs Cat - CNN
• CIFAR-100 - Pytorch based CNN code
• Google Stock Price - Single Layer LSTM based model
• Credit Card Application - Customer class categorization using Self organzing map