Machine Learning with Python

This is the repository for FreeCodeCamp course of Machine Learning with Python.

Table of Content

Core Learning Algorithms

Link	Description
Titanic Survival Prediction	Linear Regression model of predicting the survival chances on the Titanic
Flower Species Classification	Deep Neural Network model for classification of plant using Sepal and Petal dimensions inputs
Weather Predicting Model	Using Hidden Markov Models and probability distributions to predict weather in next few days

Neural Networks with Tensorflow

Link	Description
Clothing Item Predictor	Using Neural Network to build a model that can predict clothing item from images (Basic Computer Vision)

Deep Computer Vision

Link	Description
CIFAR Image Identifier	Using Convolutional Neural Network (CNN) to process CIFAR Image Dataset which contains 60,000 32x32 color images of 10 different everday objects
Cat vs Dog Identifier	Made model using Google's Pretrained Model to predict Cat and Dog images

Natural Language Processing

Using Recurrent Neural Network (RNN) to process natural language

Link	Description
Movie Reviewer	Used a RNN to make a sentiment predictor in Movie Reviews in IMDB
Play Generator	Used a RNN to create a play generator using Romeo and Juliet play

Reinforcement Learning

Link	Description
Open AI Gym	Using Open AI's Gym module using Frozen Lake v1 for reinforcement learning