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The Semicolon

This repository contains the Ipython Notebooks to the Data Analytics youtube tutorials on The Semicolon. The youtube link for the tutorials :https://www.youtube.com/c/thesemicolon

The following Ipython notebooks are available on this repository.

Python for Data Analytics

1. Learn Python in 10 Minutes
   
2. Numpy and Matplotlib Tutorial
   
3. Pandas tutorial
   
4. Sklearn linear regression
   
5. Sklearn Random Forest Classifier
   
6. Sklearn dimensionality reduction
   
7. Machine Learning with Text Count Vectorizer
   
8. Machine Learning with Text TF- IDF
   
9. Live Sentiment Analysis
   
10. Perceptron And Gradient Descent
    
11. Neural Networks and Backpropogation Algorithm
    
12. Ensemble Learning
    

Deep Learning with Keras

1. Convolutional Neural Networks with Keras
   
2. Word2vec implementation in gensim
   
3. Simple LSTM implementation with Keras
   
4. LSTM implementation details with Keras, Normailzation, Activation, Loss
   
5. Chatbot Preprocessing
   
6. Chatbot training
   
7. Chatbot Chat
   
8. Chatbot Trained models: https://drive.google.com/drive/folders/0B2P-tOw32QIWZnYyY3J3OVNLYzg
   
   Apart from this the datasets used are housing.csv, mnist.csv and smsspam