├── README.md ├── Week 1 - Introduction ├── img │ ├── about.png │ ├── ai.png │ ├── clouds.jpg │ ├── data.png │ ├── deepmind.png │ ├── houses.png │ ├── proc.png │ └── weather.png ├── intro-to-data-mining.pdf └── intro-to-data-science.md ├── Week 2 - Regression & Data Representations ├── practical.pdf ├── regression.pdf └── representing-data.md ├── Week 3 - Classification & Text Mining I ├── classification.pdf ├── img │ ├── folders.png │ ├── front.png │ ├── knn.png │ ├── lights.png │ ├── tree.png │ └── treep.png └── working-with-text.md ├── Week 4 - Tuning & Evaluation ├── fitting-and-tuning.pdf └── practical.pdf ├── Week 6 - Reduction, Decompositon & Text Mining II ├── dimensionality_reduction.pdf ├── img │ ├── cards.png │ ├── displacy.png │ ├── dotard.png │ ├── front.png │ ├── googleq.png │ ├── kernel.png │ ├── noise.png │ └── svm.png └── working-with-text-2.md ├── Week 7 - Clustering, Graphs & Massive Data ├── clusteringgraphs.pdf ├── img │ ├── data.jpg │ ├── dist.png │ ├── distrib.jpg │ ├── mapred.jpg │ └── numbers.jpg └── mining-massive-data.md ├── Week 8 - Recap & DL Applications └── w8_Recap_for_Data_Mining_v2.pdf ├── data ├── Housing │ ├── README.md │ └── housing.csv ├── IMDB │ ├── README.md │ ├── imdb.csv │ ├── imdb_proc.csv │ └── syn.zip ├── MNIST │ └── fashion-mnist.zip ├── Titanic │ ├── README.md │ └── titanic.csv ├── research │ ├── emoji-data.txt │ ├── twitter.pickle │ └── yelp.csv └── yelp.csv └── info └── schedule.md /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tcsai/data-mining/HEAD/README.md -------------------------------------------------------------------------------- /Week 1 - Introduction/img/about.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tcsai/data-mining/HEAD/Week 1 - Introduction/img/about.png -------------------------------------------------------------------------------- /Week 1 - Introduction/img/ai.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tcsai/data-mining/HEAD/Week 1 - 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