Undergraduate Machine Learning (Nando de Freitas/University of British Columbia)

Author: prof Nando de Freitas
🎬 33 lessons
⏰ 21 hours

An undergraduate machine learning course. Lectures are filmed and put on YouTube with the slides posted on the course website. The course assignments are posted as well (no solutions, though). De Freitas is now a full-time professor at the University of Oxford and receives praise for his teaching abilities in various forums. Graduate version available.

https://www.cs.ubc.ca/~nando/340-2012/index.php

#machinelearning #datascience #statistics
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STATISTICS FOR DATA SCIENCE COURSE

Complete Statistics for Data Science in 6 hrs by Krish Naik

https://youtu.be/LZzq1zSL1bs

#data_science #stat
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Best Statistic books for data science

Practical statistics for data scientists
by Peter Bruce and Andrew Bruce
🔗 Book Link

Think Stats
by Allen B. Downey
🔗 Book Link

Computer Age Statistical Inference
by Bradley Efron and Trevor Hastie
🔗 Book Link

Statistics in Plain English
by Timothy C. Urdan
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#Statistics #books #data_science
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Applied Data Science
by Daniel Krasner


📄 141 pages

🔗 Book link

#BigData  #DataScience  #MachineLearning  #Statistics
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Free Statistics Courses

Statistics For Applications (Fall 2016)
🆓 Free Online Course
🎬 video lessons
📄 Notes
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Duration ⏰: more than 2 hours worth of material
Source: MIT
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Rating⭐️: 4.8 out 5
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Source: FreeCodeCamp
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Statistics and data literacy for non-statisticians
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Statistics
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Source: freevideolectures
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NPTEL IIT Statistics Courses
NOC:Engineering Statistics, IIT Bombay
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NOC:Descriptive Statistics with R Software, IIT Kanpur
NOC:Business Statistics, IIT Roorkee
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Probability and Statistics, IIT Kharagpur
NOC:Probability and Statistics, IIT Kharagpur
NOC:Introduction to probability and Statistics, IIT Madras

Statistics and Probability Full Course || Statistics For Data Science
🆓 Free Online Course
🎬 Video lesson
Duration ⏰ :10-11 hrs of on-demand video
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Source: YouTube
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Books
Introduction to Statistics and Data Analysis
Introductory Statistics
Probability and Statistics: The Science of Uncertainty


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