DSCNEDUET-X-DSCUIT / Fast Track To Data Science 30 Days
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DSC 30 day workshop
Go to our Youtube channel to watch the daily lectures.
Join us on Discord.
Join DSC-NEDUET
Course Outline
All Slides are accessible in below link
Go to: Slides.
Python Data Science Handbook
Installation
Learn about python installation from here. Handbook
Books
1: 100 pages Ml book by Andriy Burkov
2: Aurélien Géron - Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow_ Concepts, Tools, and Techniques to Build Intelligent Systems-O’Reilly Media (2019)
3: Andreas C. Müller, Sarah Guido - Introduction to Machine Learning with Python_ A Guide for Data Scientists-O’Reilly Media (2016)
4: Data Science For Business by Foster
5: Hands-on Deep Learning algorithms Sudharsan Ravichandiran (packt)
6: Deep Learning by Ian GoodFellow
7: Data Science from Scratch First Principles with Python 2nd Ed by Joel Grus (O'reilly)
8: Machine Learning_ A Probabilistic Perspective [Murphy] MIT
9: Pattern Recognition in ML by Bishop
10: Elements of Statistical Learning by Hastie and other
11: Introduction to Statistical Learning by Hastie and other
12: Practical Statistics for Data Scientists_ 50+ Essential Concepts Using R and Python-O'Reilly Media (2020) BYPeter Bruce, Andrew Bruce, Peter Gedeck
All Notes
All viewable notes are available here