# TJ Machine Learning Club

## Making AI more accessible

Join Us Today### Schedule

Date | Description | Course Materials |
---|---|---|

September 13, 2017 | Machine Learning Club: Overview | |

The Basics |
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September 20, 2017 | Introduction to Machine Learning | |

September 20, 2017 | Decision Trees Decision Trees: Part 2 |
PDF PDF Part 2 Competition Sample IO Code Quiz |

September 27, 2017 | Random Forests |
PDF Competition Sample IO Code Shell Code |

October 4th, 2017 | Support Vector Machines |
PDF Competition Scikit Tutorial |

March 14th, 2018 | Naive Bayes |
PDF |

March 14th, 2018 | k-Means Clustering |
PDF |

Neural Networks |
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October 18th, 2017 | Neural Networks: Intro & Overview |
PDF Problem Set Pset info |

October 25th, 2017 | Neural Networks: Forward & Backpropagation |
PDF |

November 1st, 2017 | Neural Networks: Mathematics of Backpropagation |
PDF Competition Shell Code |

November 15th, 2017 | Neural Networks: Hyperparameters and Network Tuning |
PDF Competition |

November 17th, 2017 | Neural Networks: A High-Level Overview (Workshop) |
PDF |

November 17th, 2017 | Introduction to Keras |
PDF Competition 1 Competition 2 Sample IO Code |

Convolutional Neural Networks and Image Processing |
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November 17th, 2017 | Convolutional Neural Networks (Workshop) |
PDF Competition 1 Competition 2 |

November 29th, 2017 | Convolutional Neural Networks |
PDF Competition Sample Code Sample Solution |

December 6th, 2017 | Transfer Learning, Residual Connections, and Inception Modules |
PDF Quiz Solutions Competition |

December 13th, 2017 January 3rd, 2018 |
Object Detection |
PDF Competition |

January 10th, 2018 | Image Preprocessing | |

January 10th, 2018 | Fully Convolutional Networks | |

January 10th, 2018 | Instance Segmentation | |

March 7th, 2018 | Capsule Networks | |

Recurrent Neural Networks and Language Processing |
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January 24th, 2018 | RNNs, LSTMs, and GRUs |
PDF Competition Data |

January 31st, 2018 | RNN Competition |
Competition Instructions |

February 28th, 2018 | Word2Vec |
PDF |

Generative Models |
||

February 14th, 2018 | Generative Adversarial Networks |
PDF Competition |

February 21st, 2018 | Advanced GANs: Wasserstein GAN & More |
PDF Competition |

March 2018 | Autoencoders |
PDF Competition Data |

Reinforcement Learning |
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April 4th, 2018 | Introduction to Reinforcement Learning |
PDF |

Guest Lectures |
||

April 11th, 2018 | RNN Advancements |
PDF |

April 25th, 2018 | Genetic Algorithms |
PDF |

May 1st, 2018 | Hidden Markov Models |
PDF |

May 8th, 2018 | Reinforcement Learning: Part II |
PDF |

May 8th, 2018 | Actor-Critic Reinforcement Learning |
PDF |

May 16th, 2018 | Confidence Estimates for Neural Networks |
PDF |

May 16th, 2018 | Encoder-Decoder Models in NMT |
PDF |

May 23rd, 2018 | Introduction to Gradient Boosting |
PDF |