100 Best Machine Learning Tutorial Videos


Machine Learning

Resources:

References:

See also:

Machine Learning | Machine Learning & Chatbots | Machine Learning & Dialog Systems | Machine Learning as a Service (MLaaS)


[Jul 2016]
 

  • AGI-16 Tutorial by Eray Özkural – Incremental Machine Learning in Artificial General Intelligence

 

  • Machine Learning Tutorial 4 Unsupervised Learning

 

  • Machine Learning Part 1 | SciPy 2016 Tutorial | Andreas Mueller & Sebastian Raschka

 

  • Machine Learning Part 2 | SciPy 2016 Tutorial | Andreas Mueller & Sebastian Raschka

 

  • Machine Learning Tutorial 3 Classification Vs Regression

 

  • Machine Learning Tutorial 2 Supervised Learning Algorithms

 

  • Machine Learning Tutorial 1 Introduction

 

  • Machine Learning Tutorial Introduction Part -1

 

  • Mean Shift Dynamic Bandwidth – Practical Machine Learning Tutorial with Python p.42

 

  • Mean Shift from Scratch – Practical Machine Learning Tutorial with Python p.41

 

  • Mean Shift with Titanic Dataset – Practical Machine Learning Tutorial with Python p.40

 

  • Mean Shift Intro – Practical Machine Learning Tutorial with Python p.39

 

  • Tutorial: High-Performance Hardware for Machine Learning

 

  • Python+Machine Learning tutorial – Introduction

 

  • Python+Machine Learning tutorial – Working with textual data

 

  • Python+Machine Learning tutorial – Data munging for predictive modeling with pandas and scikit-learn

 

  • K Means from Scratch – Practical Machine Learning Tutorial with Python p.38

 

  • Custom K Means – Practical Machine Learning Tutorial with Python p.37

 

  • K Means with Titanic Dataset – Practical Machine Learning Tutorial with Python p.36

 

  • Handling Non-Numeric Data – Practical Machine Learning Tutorial with Python p.35

 

  • Clustering Introduction – Practical Machine Learning Tutorial with Python p.34

 

  • Python+Machine Learning tutorial – Data munging for predictive modeling with pandas and scikit-learn

 

  • Tutorial: High-Performance Hardware for Machine Learning

 

  • SVM Parameters – Practical Machine Learning Tutorial with Python p.33

 

  • Soft Margin SVM and Kernels with CVXOPT – Practical Machine Learning Tutorial with Python p.32

 

  • Soft Margin SVM – Practical Machine Learning Tutorial with Python p.31

 

  • Why Kernels – Practical Machine Learning Tutorial with Python p.30

 

  • Kernels Introduction – Practical Machine Learning Tutorial with Python p.29

 

  • Completing SVM from Scratch – Practical Machine Learning Tutorial with Python p.28

 

  • SVM Optimization – Practical Machine Learning Tutorial with Python p.27

 

  • SVM Training – Practical Machine Learning Tutorial with Python p.26

 

  • Creating an SVM from scratch – Practical Machine Learning Tutorial with Python p.25

 

  • Support Vector Machine Optimization – Practical Machine Learning Tutorial with Python p.24

 

  • Support Vector Machine Fundamentals – Practical Machine Learning Tutorial with Python p.23

 

  • Support Vector Assertion – Practical Machine Learning Tutorial with Python p.22

 

  • Understanding Vectors – Practical Machine Learning Tutorial with Python p.21

 

  • Support Vector Machine Intro and Application – Practical Machine Learning Tutorial with Python p.20

 

  • Final thoughts on K Nearest Neighbors – Practical Machine Learning Tutorial with Python p.19

 

  • Applying our K Nearest Neighbors Algorithm – Practical Machine Learning Tutorial with Python p.18

 

  • Writing our own K Nearest Neighbors in Code – Practical Machine Learning Tutorial with Python p.17

 

  • Euclidean Distance – Practical Machine Learning Tutorial with Python p.15

 

  • K Nearest Neighbors Application – Practical Machine Learning Tutorial with Python p.14

 

  • Classification w/ K Nearest Neighbors Intro – Practical Machine Learning Tutorial with Python p.13

 

  • Testing Assumptions – Practical Machine Learning Tutorial with Python p.12

 

  • Programming R Squared – Practical Machine Learning Tutorial with Python p.11

 

  • R Squared Theory – Practical Machine Learning Tutorial with Python p.10

 

  • How to program the Best Fit Line – Practical Machine Learning Tutorial with Python p.9

 

  • How to program the Best Fit Slope – Practical Machine Learning Tutorial with Python p.8

 

  • Regression How it Works – Practical Machine Learning Tutorial with Python p.7

 

  • Pickling and Scaling – Practical Machine Learning Tutorial with Python p.6

 

  • Regression forecasting and predicting – Practical Machine Learning Tutorial with Python p.5

 

  • Regression Training and Testing – Practical Machine Learning Tutorial with Python p.4

 

  • Regression Features and Labels – Practical Machine Learning Tutorial with Python p.3

 

  • Regression Intro – Practical Machine Learning Tutorial with Python p.2

 

  • Practical Machine Learning Tutorial with Python Intro p.1

 

  • machine learning Cluster Analysis Tutorial with an Example

 

  • ISIT 2015 Tutorial: Information Theory Meets Machine Learning (2/3)

 

  • Building Mobile Game Solvers (Tutorial 5): Machine learning

 

  • Tutorial on Random Forest Machine Learning Algorithm for Data Science

 

  • Machine Learning Hackathon tutorial (2)

 

  • Machine Learning hackathon set-up – tutorial (1)

 

  • Jorge Nocedal: “Tutorial on Optimization Methods for Machine Learning, Pt. 3”

 

  • Jorge Nocedal: “Tutorial on Optimization Methods for Machine Learning, Pt. 2”

 

  • Jorge Nocedal: “Tutorial on Optimization Methods for Machine Learning, Pt. 1”

 

  • Machine Learning with Scikit Learn | SciPy 2015 Tutorial | Andreas Mueller & Kyle Kastner Part II

 

  • Machine Learning with Scikit Learn | SciPy 2015 Tutorial | Andreas Mueller & Kyle Kastner Part I

 

  • Machine Learning with Mahout -Tutorial

 

  • LIONway tutorial #1 – Lazy Machine Learning: Nearest Neighbors

 

  • Mahout Overview | Mahout Tutorial | Mahout Machine Learning

 

  • Machine Learning Techniques for Data Science | Machine Learning Tutorial 1 | Data Science Tutorial

 

  • Scikit Learn Linear SVC Example Machine Learning Tutorial with Python p. 11

 

  • Scikit Learn Machine Learning Tutorial with Python p. 9

 

  • Scikit Learn Machine Learning Tutorial with Python p. 8

 

  • Scikit Learn Machine Learning Tutorial with Python p. 7

 

  • Scikit Learn Machine Learning SVM Tutorial with Python p. 2 – Example

 

  • Tutorial 1: Machine Learning and Human Computer Interaction — Roderick Murray-Smith

 

  • Tutorial: How to Train a Neural Network with Azure Machine Learning

 

  • Machine Learning with Mahout | Apache Mahout Tutorial

 

  • Tutorial scikit learn Machine Learning in Python with Contributor Jake VanderPlas 2

 

  • NIPS 2012 Tutorial – Emma Brunskill, Geoffrey J Gordon – Machine Learning for Student Learning

 

  • Tutorial: scikit-learn – Machine Learning in Python with Contributor Jake VanderPlas

 

  • Experiment Database for Machine Learning Tutorial – SQL Querying

 

  • Experiment Database for Machine Learning Tutorial – Graphical Querying

 

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