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fast-track-to-data-science-30-days's Introduction

DSC 30 day workshop

Go to our Youtube channel to watch the daily lectures.

Join us on Discord.

Join DSC-NEDUET

Course Outline

Course Outline

All Slides are accessible in below link

Go to: Slides.

Python Data Science Handbook

Handbook

Installation

Learn about python installation from here. Handbook

Books

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

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