├── .gitignore ├── Making_Lab_Offline.md ├── README.md ├── assignment1 └── twitter-airline-sentiment │ ├── Tweets.csv │ └── database.sqlite ├── bank-full.csv ├── intro2 ├── 01-introduction.ipynb ├── README.md └── functions.ipynb ├── lab 6 └── MNIST_with_GPU.ipynb ├── lab05test.ipynb ├── lab1 ├── 02-supervised-learning-exercise.ipynb ├── 02-supervised-learning.ipynb ├── Numpy.ipynb ├── Pandas.ipynb ├── README.md ├── Untitled.ipynb └── images │ ├── 05_gridsearch_overview.png │ ├── api_table.png │ ├── bag_of_words.png │ ├── bag_of_words.svg │ ├── classifier_comparison.png │ ├── dendrogram.png │ ├── iris_petal_sepal.png │ ├── iris_petal_sepal.svg │ ├── overfitting_underfitting_cartoon.png │ ├── overfitting_underfitting_cartoon.svg │ ├── pipeline.png │ └── pipeline.svg ├── lab10 ├── 03-unsupervised-learning.ipynb ├── 04-representing-data-feature-engineering.ipynb ├── 10_FeatureEngineering.ipynb └── README.md ├── lab11 ├── 11_Clustering.ipynb └── README.md ├── lab12 ├── 05-model-evaluation-and-improvement.ipynb ├── README.md └── preamble.py ├── lab13 ├── README.md └── reinforcement_q_learning.ipynb ├── lab14 └── README.md ├── lab2 ├── 02-linear-models-and-naive-bayes.ipynb ├── Inspecting datasets.ipynb └── README.md ├── lab3 ├── 03-supervised-learning-building.ipynb ├── README.md ├── chinook.db └── grades.csv ├── lab4 ├── 04-logistic-regression-svm.ipynb ├── README.md └── preamble.py ├── lab5 ├── 05_decision_trees.ipynb ├── mytree.dot ├── tmp ├── tmp.png └── tree.dot ├── lab6 └── 06_neuralnetworks1.ipynb ├── lab7 ├── MNIST_with_GPU.ipynb └── README.md ├── lab8 ├── README.md ├── assets │ ├── sentiment1.png │ ├── sentiment2.png │ ├── sentiment3.png │ ├── sentiment4.png │ ├── sentiment5.png │ ├── sentiment6.png │ └── sentiment7.png ├── sentiment_analysis_lstm.ipynb └── simple_sentiment_analysis_rnn.ipynb └── lab9 ├── README.md ├── conditional_char_rnn.ipynb ├── data └── names │ ├── Arabic.txt │ ├── Chinese.txt │ ├── Czech.txt │ ├── Dutch.txt │ ├── 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