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YouTube tutorials – Stanford NLP Lecture series
Stanford Lecture Collection | Natural Language Processing with Deep Learning (Winter 2017). https://www.youtube.com/playlist?list=PL3FW7Lu3i5Jsnh1rnUwq_TcylNr7EkRe6
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Category: Training
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YouTube tutorials – Linear algebra – Matrices, Vectors, Eigenvectors
Very good free YouTube tutorials on Linear algebra - matrices, vectors, eigenvectors, etc. Essence of linear algebra. A geometric understanding of matrices, determinants, eigen-stuffs and more. Home page: https://www.3blue1brown.com/ https://www.youtube.com/watch?v=fNk_zzaMoSs&list=PLZHQObOWTQDPD3MizzM2xVFitgF8hE_ab
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Udemy Online courses – ML, SI, NLP using Python
Machine Learning A-Z™: Hands-On Python & R In Data Science Learn to create Machine Learning Algorithms in Python and R from two Data Science experts. Code templates included. Created by Kirill Eremenko, Hadelin…
Research
Richard Socher – Using RNN for NLP
Abstract - Semantic word spaces have been very useful but cannot express the meaning of longer phrases in a principled way. Further progress towards understanding compositionality in tasks such as sentiment detection…
Research
Geoffrey Hinton, Father of Deep Learning, research articles page
http://www.cs.toronto.edu/~hinton/papers.html One of his earlier articles written in 1986!Learning internal representations by error propagation. http://www.cs.toronto.edu/~hinton/absps/pdp8.pdf Another one of his earlier articles, very interesting and written in 1992. How neural networks learn from experience. http://www.cs.toronto.edu/~hinton/absps/sciam92.pdf
Research
Microsoft using Random Forest algorithms for Kinect gaming platform
Abstract - We propose a new method to quickly and accurately predict 3D positions of body joints from a single depth image, using no temporal information. We take an object recognition approach,…
Tutorial
Useful websites for Data Science
https://www.kdnuggets.com/ https://towardsdatascience.com/ https://machinelearningmastery.com/start-here/ https://www.analyticsvidhya.com/ https://www.kaggle.com/ https://www.datacamp.com/community/data-science-cheatsheets
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Top Free Books for Data Science Basics
There are a large no of free books available online to learn the basics of data science. Very good to start with before considering more advanced books. Some books for covering the…