What is Jupyter? |
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Notebook Basics |
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Running Code |
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Markdown |
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More on Colab |
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Python Overview |
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Basic Data Structures |
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Numpy |
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Pandas |
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Lab |
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Homework 1 |
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Conditionals-Loops |
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Functions |
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Null Values |
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Groupby |
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Kaggle Baseline |
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Assignment 2 |
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Twitter |
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Web Mining |
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Visualizations - Seaborn |
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Strings - Regular Expressions |
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Feature Dummies |
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Assignment 3 |
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The Simplest Neural Network with Numpy |
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Train Test Split |
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Introduction to Logistic Regression |
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K Nearest Neighbor |
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ROC Support Vector Machines |
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Visualization & Screen Scraping Homework |
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Intro Modeling Homework |
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Matrix Regression |
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Regression Basics |
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Ridge and Lasso Regression |
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Principal Component Analysis |
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Titanic Feature Creation |
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Intro to Corpus |
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Scikit Learn Text |
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What’s Cooking |
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Bag of Popcorn |
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Sentiment |
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Time Series Intro |
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Forcasting Rossman |
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Neural Networks Quick Overview |
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Tensor Tutorial |
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Convolutional Neural Network Tutorial |
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Pytorch MNIST |
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Introduction to Tensorflow |
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Convolutional Neural Network Tutorial |
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Revisiting IRIS with PyTorch |
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Revisiting Boston Housing with Pytorch |
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Revisiting Titanic with Pytorch |
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Revisiting Titanic with Ludwig |
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Revisiting Titanic with FastAI |
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FastAI - Tabular |
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FastAI - Pets |
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AutoML with TPOT |
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