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Link to Notebooks:
Other Resources
Books
- Understanding Machine Learning, From Theory to Algorithms. Shai Shalev-Shwartz and Shai Ben-David
Concepts in Machine Learning
- Kernel Methods: http://kernel-methods.net
- Support Vectors: http://support-vector.net
- A collection of resources or SVM: http://svms.org
- Everythong you Want to Know about Kernel Trick: http://www.eric-kim.net/eric-kim-net/posts/1/kernel_trick.html
Data Clustering
- Vector Quantization: http://www.data-compression.com/vq.shtml
- Mean-shift clustering: http://homepages.inf.ed.ac.uk/rbf/CVonline/LOCAL_COPIES/TUZEL1/MeanShift.pdf
- Affinity Propagation, Clustering By Passing Messages: http://www.cs.columbia.edu/~delbert/docs/DDueck-thesis_small.pdf
Text Analysis
- Topic modeling: gensim https://radimrehurek.com/gensim
Time-series data
- Fourier Transformation http://www.thefouriertransform.com
- Conditional Random Field https://pystruct.github.io/index.html
Hadoop (Java)
- Customizing mapper and reducer: http://hadooptutorial.info/creating-custom-hadoop-writable-data-type/
Tools and Softwares
- Building Hidden Markov Models in Python: http://hmmlearn.readthedocs.org/en/latest
Datasets
- MNIST (handwritten digits) dataset: http://yann.lecun.com/exdb/mnist/
- Movie Dataset: http://grouplens.org/datasets/movielens/
- Million Song Dataset: http://labrosa.ee.columbia.edu/millionsong/
- Adult dataset: http://archive.ics.uci.edu/ml/datasets/Adult
- Star Cluster: (Hertzsprung-Russell Diagram Data of Star Cluster CYG OB1) https://vincentarelbundock.github.io/Rdatasets/doc/robustbase/starsCYG.html
- Speech Recognition: https://code.google.com/archive/p/hmm-speech-recognition/downloads