Thesemicolon

<H3>The Semicolon</H3>

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 <br />

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

Deep Learning with Keras <br />

1. Convolutional Neural Networks with Keras <br/>
2. Word2vec implementation in gensim <br/>
3. Simple LSTM implementation with Keras <br />
4. LSTM implementation details with Keras, Normailzation, Activation, Loss <br />
5. Chatbot Preprocessing <br/>
6. Chatbot training <br/>
7. Chatbot Chat <br/>
8. Chatbot Trained models: https://drive.google.com/drive/folders/0B2P-tOw32QIWZnYyY3J3OVNLYzg <br>

<br> Apart from this the datasets used are housing.csv, mnist.csv and smsspam