How to get started on Machine Learning?

1. The Path to becoming an ML
Expert
@dhilipsiva

2. Tech Lead, Full-Stack & DevOps - @Appknox
I code for Web, Mobile, Embedded & IoT. Open-
Source Fanatic. Big Data & Machine Learning
Enthusiast. Dad. Atheist
So primarily a Developer + little bit of this & that
Jack of all trades & Master of none
http://dhilipsiva.com
dhilipsiva@gmail.com

3. I have no idea what I am
talking about

4. Math - A lot of it
Linear Algebra
Probability
Statistics
Also checkout
Quora: How do I learn mathematics for machine
learning
Probabilistic Programming and Bayesian Methods
for Hackers

5. Andrew Ng's ML Course
Andrer Ng is a Computer Scientist
His Course on ML is the goto course for Getting
Started
Formerly a Professor at Stanford University
Chief Scientist at Baidu Research
Co-Founder of Coursera

6. Other Courses
Cousera: Machine Learning (Andrew Ng)
Stanford: Open Class Room (Andrew Ng)
edX: Machine Learning for Data Science and
Analytics
Udacity: Intro to Machine Learning

7. GH Resources
Non-Overwhelming Machine Learning
Machine Learning for Software Engineers
Dive into Machine Learning
Machine Learning & Deep Learning Tutorials
TensorFlow Book
Building Machine Learning Systems with Python
Tutorial on scikit-learn and IPython for ML
Basic Machine Learning and Deep Learning

8. Books with Example Codes
on GH
Python Machine Learning - Code
Machine Learning for Hackers - Code
Introduction to Machine Learning with Python -
Code
Machine Learning in Action - Code

9. Interesting Sites
ArXiv
GitXiv
Kaggle

10. Libraries worth checking out
TensorFlow
SciKit Learn
Prediction.io
Numenta
SwiftAI
GoLearn
AeroSolve
pylearn2

11. contd...
DMTK
MLPack
Shogun Toolbox
PHP-ML

12. Interesting Code Sample
rushter/MLAlgorithms
ujjwalkarn/Machine-Learning-Tutorials
xviniette/FlappyLearning
rasbt/pattern_classi cation
ujjwalkarn/DataSciencePython
gunthercox/ChatterBot
soulmachine/machine-learning-cheat-sheet
kootenpv/whereami
Newmu/Theano-Tutorials

13. Thanks!
https://github.com/dhilipsiva/talks
Copyright © 2016 dhilipsiva
This copy is released under the MIT License
Source Code
SlideShare Link
Questions
http://dhilipsiva.com