Roadmap to ML and DL
This is my learning path to Machine Learning and Deep Learning
The brain sure as hell doesn’t work by somebody programming in rules. -Geoffrey Hinton
The way i just follow is top down method and its hardway to understand but its more efficient that any other .
First we should know the basics whats is ML and whats is DL and its classification I just came through internet and get this image to classify both ML and Dl in Artificial Intelligence
Here we can see that Artificial intelligence is a combination of Ml and Dl And NN
In previous days Arthur Lee Samuel who invented the term Machine Learning and the Checkers -program was the first successful machine learning program
Later many came and get eager in this field the hype word ML came into the world .
So for learning Ml i am suggesting some self paced ML resources which is world class
For learning there is a path i just follow the top down here first i am mentioning from NN →DL →Ml →Maths →Python..sorry to say this may be very awkward but beleive me it works
For Machine learning
1 . Andrew Ng Machine Learning
2 . Fast.ai
3 . Google Machine Learning crash course
4 . Machine Learning tutorial form kaggle
Deep learning resources
1 . MIT Introduction to deep learning
2 . fast.ai
3 . Deep learning— Coursera(Andrew Ng)
BLOG
Rather than going for tutorials i mostly used to read blog, because bloggers mostly express their outcomes by writing so yes that’s why i am here to express my outcome here
The highly curated blog like
1 . colah blog
2 . karpathy blog
3. distill
And one blog which i loved most http://blog.otoro.net/
GITHUB repos
The best Github resources that gives you free code tutorials as well as an idea that how to code.
And also check out my github repo here
Here i mentioned some awesome repos for Machine Learning as well as Deep Learning also some beautifully documented NLP resources
check out forked repos here which are most important and starred repo here which are in construction
I am doing some projects tutorials form what i learn from the resources mentioned above here
Please fork my repo and add , get pull request to make changes
WEBSITES
Websites which are useful to learn
YOUTUBE Resources
The best youtube video tutorials that i inspired a lot
sorry to say this the one and only siraj is best for youtube resources you can get most of learnings here
MATH resources
Basic Maths tutorials resources are useful to get an idea sorry to say this i get to do this at last after doing these above steps
So yes tatsol after finishing these tutorials i am doing research in quantum computing for Deeplearning
So i will post my knowledge in my upcoming post
