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 Machine Learning From First Principles

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MensajeTema: Machine Learning From First Principles   Machine Learning From First Principles EmptyMiér Mar 04, 2020 3:12 am
Machine Learning From First Principles 7c82f5ce7f558cda348c4d519adc41f9

Machine Learning From First Principles
Video: .mp4 (1280x720, 30 fps(r)) | Audio: aac, 44100 Hz, 2ch | Size: 6.02 GB
Genre: eLearning Video | Duration: 77 lectures (19 hours, 13 mins) | Language: English

Discussing the principles behind the most used Machine Learning algorithms

What you'll learn

Machine Learning Principles
The principles behind Machine Learning algorithms (not just the codes!)
Regression (Linear Regression, Multiple Linear Regression, Polynomial Regression, and Support Vector Regression)
Classification (Logistic Regression, k-Nearest Neighbours, Trees, and Support Vector Machines)
Other principles such as Cross Validation, AIC, BIC, and choosing the right metrics for your algorithm

Requirements

An interest in knowing machine learning from first principles without jumping straight into coding

Description

This course is intended to introduce the principles behind the algorithms and concepts in Machine Learning. Understanding these will help you to take your Machine Learning skills to the next level. As Machine Learning is a tool, without understanding the principles, one will not fully utilize it and come up with valuable insights. What does it mean to have an MSE of 50 000? Why does this ML model work better than the other one? What is the best metric for the problem at hand - Accuracy, Specificity or Recall?

Who this course is for:

Beginners who are curious to start their understanding of Machine Learning without jumping head-first into the codes

Machine Learning From First Principles 17ebefeab5e9f2e66720de77145091a4

Download link:
Citación :
rapidgator_net:
https://rapidgator.net/file/81a12e307831a3504c1672aabcec52a0/i8krj.Machine.Learning.From.First.Principles.part1.rar.html
https://rapidgator.net/file/c56e8178be939be24a7f21a858b95a0d/i8krj.Machine.Learning.From.First.Principles.part2.rar.html
https://rapidgator.net/file/5531e4e1562cb61b66c5df3aaba3776a/i8krj.Machine.Learning.From.First.Principles.part3.rar.html
https://rapidgator.net/file/9487bc02c38fab8252756d5a2a76acd0/i8krj.Machine.Learning.From.First.Principles.part4.rar.html

nitroflare_com:
https://nitroflare.com/view/F7CC209030E6F60/i8krj.Machine.Learning.From.First.Principles.part1.rar
https://nitroflare.com/view/6D7CD2E1D6A56FB/i8krj.Machine.Learning.From.First.Principles.part2.rar
https://nitroflare.com/view/D773DA0ACEAFB6F/i8krj.Machine.Learning.From.First.Principles.part3.rar
https://nitroflare.com/view/2280AB9B2DC4D04/i8krj.Machine.Learning.From.First.Principles.part4.rar

uploadgig_com:
http://uploadgig.com/file/download/D9a911997aAC4d64/i8krj.Machine.Learning.From.First.Principles.part1.rar
http://uploadgig.com/file/download/e12694928f05dC10/i8krj.Machine.Learning.From.First.Principles.part2.rar
http://uploadgig.com/file/download/B4a0227a99Ec31C6/i8krj.Machine.Learning.From.First.Principles.part3.rar
http://uploadgig.com/file/download/D5c44572cf73B4Ef/i8krj.Machine.Learning.From.First.Principles.part4.rar

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