Resources

Resources

Deep Learning Certification

Deep Learning Online Learning Resources
S No Course URL
1 Deep Learning Specialization by Andrew Ng in Coursera https://www.coursera.org/specializations/deep-learning
2 Deep Learning Explained by Microsoft in Edx https://www.edx.org/course/deep-learning-explained-microsoft-dat236x-0
3 Machine Learning by Microsoft https://www.microsoft.com/en-us/learning/mcsa-machine-learning.aspx
4 Deep Learning Nanodegree by Udacity https://in.udacity.com/course/deep-learning-nanodegree–nd101
5 Complete Guide to TensorFlow for Deep Learning with Python in Udemy https://www.udemy.com/complete-guide-to-tensorflow-for-deep-learning-with-python/
6 Deep Learning a-Z: Hands-On https://www.udemy.com/deeplearning/
7 Modern Deep Learning in Python https://www.udemy.com/data-science-deep-learning-in-theano-tensorflow/
8 Natural Language Processing with Deep Learning in Python https://www.udemy.com/natural-language-processing-with-deep-learning-in-python/
9 Deep Learning: RNN in Python https://www.udemy.com/deep-learning-recurrent-neural-networks-in-python/
10 Data Science, Deep Learning & Machine Learning with Python https://www.udemy.com/data-science-and-machine-learning-with-python-hands-on/

GitHub Tutorial Repositories

S No Github Tutorial Repositories
1 An awesome Data Science repository
2 Machine Learning with Python Jupyter notebook
3 Machine Learning and Deep Learning using Scikit-Learn and TensorFlow
4 Awesome Deep Learning tutorials, projects and communities
5 Essential Cheat Sheets for deep learning and machine learning researchers
6 TensorFlow Tutorial and Examples
7 Data science Python notebooks
8 Oxford Deep NLP 2017 course
9 Machine Learning From Scratch
10 Machine learning and deep learning tutorials, articles and other resources
11 TensorFlow tutorials and best practices
12 Code samples book “Neural Networks and Deep Learning”
13 deep learning resources for computer vision
14 Code examples for the Stanford’s course
15 PyTorch Tutorial for Deep Learning Researchers
16 Minimal and clean examples of machine learning algorithms implementations
17 Resources dedicated to Natural Language Processing
18 TensorFlow Tutorials with YouTube Videos
19 Recurrent Neural Network – A curated list of resources dedicated to RNN
20 Library of deep learning models and datasets
21 A list of popular github projects related to deep learning
22 Jupyter notebooks for the code samples of the book “Deep Learning with Python”
23 A curated list of Artificial Intelligence (AI) courses, books, video lectures and papers
24 Keras code and weights files for popular deep learning models
25 Simple and ready-to-use tutorials for TensorFlow
26 Code for Tensorflow Machine Learning Cookbook
27 Summaries and notes on Deep Learning research papers
28 Deep Learning Tutorial notes and code
29 An in-depth machine learning tutorial
30 Learn OpenCV : C++ and Python Examples
31 Basic Machine Learning and Deep Learning
32 PyTorch: a curated list of tutorials, papers, projects, communities
33 Papers about deep learning ordered by task, date
34 TensorFlow Basic Tutorial Labs
35 Organized Resources for Deep Learning Researchers and Developers
36 Deep Learning Specialization by Andrew Ng on Coursera
37 Repo for the Deep Learning Nanodegree Foundations program
38 Deep Learning (Python, C, C++, Java, Scala, Go)
39 Simple and comprehensive tutorials in TensorFlow
40 Directory of tutorials and open-source code repositories for working with Keras
41 VIP cheatsheets for Stanford’s CS 229 Machine Learning
42 A best practice for tensorflow project template architecture
43 A course in reinforcement learning in the wild
44 Deep Reinforcement Learning for Keras
45 Introduction to Deep Neural Networks with Keras and Tensorflow
46 Tensorflow tutorial from basic to hard
47 Introduction to Artificial Neural Networks and Deep Learning
48 TensorFlow & Deep Learning Tutorial
49 PyTorch tutorials and fun projects
50 Stanford Unsupervised Feature Learning and Deep Learning Tutorial
51 Evaluation of Deep Learning Frameworks
52 A comprehensive list of pytorch related content on github
53 An interactive book on deep learning
54 Instructions for setting up the software on your deep learning machine
55 Minimal and Clean Reinforcement Learning Examples
56 Practical tutorials and labs for TensorFlow 
57 A collection of machine learning examples and tutorials
58 Deep Learning for NLP resources
59 Simplified implementations of deep learning related works
60 Learn Deep Learning in 6 Weeks
61 Learn Deep Reinforcement Learning in depth in 60 days
62 Build your neural network easy and fast
63 100-Days-Of-ML-Code
64 Benchmarks for popular CNN models

Machine Learning & Data Science

Machine Learning & Data Science Online Learning Resources
S No Course URL
1 Learn LaTex https://sarita.cloudyuga.guru/explore
2 Machine Learning – Andrew Ng, Coursera https://www.coursera.org/learn/machine-learning
3 Intro to Machine Learning from Udacity https://in.udacity.com/course/intro-to-machine-learning–ud120
4 Machine Learning Foundation: Coursera https://www.coursera.org/learn/ml-foundations
5 Microsfot Data Science http://academy.microsoft.com/
6 Python for Data Science Cheat Sheet https://tensorflowkorea.files.wordpress.com/2017/01/pandaspythonfordatascience.png

Machine Learning & Deep Learning Online Learning Resources

Machine Learning & Machine Learning & Deep Learning Online Learning Resources
S No Course URL
1 Machine Learning – Stanford (Andrew Ng 2010-2014) https://class.coursera.org/ml-005
2 Machine Learning – Caltech (Yaser Abu-Mostafa 2012-2014) http://work.caltech.edu/lectures.html
3 Machine Learning – Carnegie Mellon (Tom Mitchell Spring 2011) http://www.cs.cmu.edu/~tom/10701_sp11/lectures.shtml
4 Nerual Networks for Machine Learning (Geoffrey Hinton 2012) https://class.coursera.org/neuralnets-2012-001
5 Nerual Networks Class (Hugo Larochelle 2013) https://www.youtube.com/playlist?list=PL6Xpj9I5qXYEcOhn7TqghAJ6NAPrNmUBH
6 Deep Learning Courses (CILVR Lab 2014) http://cilvr.cs.nyu.edu/doku.php?id=deeplearning:slides:start
7 AI Berkeley (Dan Klein and Oieter 2013) https://courses.edx.org/courses/BerkeleyX/CS188x_1/1T2013/courseware/
8 AI MIT (Patrick Henry Winston 2010) http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-034-artificial-intelligence-fall-2010/lecture-videos/
9 Vision and Learning Computer & Brains (Shimon Ullman 2013) http://web.mit.edu/course/other/i2course/www/vision_and_learning_fall_2013.html
10 CNN for Visual Recognition Stanford (Fei-Fei Li 2017) http://vision.stanford.edu/teaching/cs231n/syllabus.html
11 Deep Learning fir NLP Stanford http://cs224d.stanford.edu/
12 Neural Networks – usherbrooke http://info.usherbrooke.ca/hlarochelle/neural_networks/content.html
13 Machine Learning – Oxford (2014-2015) https://www.cs.ox.ac.uk/people/nando.defreitas/machinelearning/
14 Deep Learning Nvidia https://developer.nvidia.com/deep-learning-courses
15 Graduate Summer School : Deep Learning, feature Learning https://www.youtube.com/playlist?list=PLHyI3Fbmv0SdzMHAy0aN59oYnLy5vyyTA
16 Deep Learning by Udacity (Google) https://www.udacity.com/course/deep-learning–ud730
17 Deep Learning – Uwaterloo https://www.youtube.com/playlist?list=PLehuLRPyt1Hyi78UOkMPWCGRxGcA9NVOE
18 Statistical Machine Learning – CMU https://www.youtube.com/watch?v=azaLcvuql_g&list=PLjbUi5mgii6BWEUZf7He6nowWvGne_Y8r
19 Deep Learning – CMU https://www.college-de-france.fr/site/en-yann-lecun/course-2015-2016.htm
20 Designing, Visualizing and Understanding Deep Neural Networks https://www.youtube.com/playlist?list=PLkFD6_40KJIxopmdJF_CLNqG3QuDFHQUm
21 UVA Deep Learning Courses http://uvadlc.github.io/
22 MIT 6.S094: Deep Learning for Self-Driving Cars http://selfdrivingcars.mit.edu/
23 MIT 6.S191: Introduction to Deep Learning http://introtodeeplearning.com/
24 Berkeley CS 294: Deep Reinforcement Learning http://rll.berkeley.edu/deeprlcourse/
25 Keras in Motion Video Course https://www.manning.com/livevideo/keras-in-motion
26 Practical Deep Learning for Coders http://course.fast.ai/
27 Introduction to Deep Learning http://deeplearning.cs.cmu.edu/
28 CS 20: Tenserflow for Deep Learning Research http://web.stanford.edu/class/cs20si/

e-Books

Free Online e-Books
S No Book Name URL
1 Deep Learning by Yoshua Bengio http://www.deeplearningbook.org/
2 Neural Networks and Deep Learning by Michael Nielsen http://neuralnetworksanddeeplearning.com/
3 Deep Learning by Microsoft Research http://research.microsoft.com/pubs/209355/DeepLearning-NowPublishing-Vol7-SIG-039.pdf
4 Deep Learning Tutorial by LISA Lab http://deeplearning.net/tutorial/deeplearning.pdf
5 Neuraltalk by Andrej Karpathy https://github.com/karpathy/neuraltalk
6 An introduction to genetic algorithms https://svn-d1.mpi-inf.mpg.de/AG1/MultiCoreLab/papers/ebook-fuzzy-mitchell-99.pdf
7 AI: A Modern Approach http://aima.cs.berkeley.edu/
8 Deep Learning in Neural Networks http://arxiv.org/pdf/1404.7828v4.pdf

AI Journal List

Top AI Journals List
S No Journal Source URL
1 Top Journals for Machine Learning & Artificial Intelligence http://www.guide2research.com/journals/machine-learning
2 Journal Rankings on Artificial Intelligence https://www.scimagojr.com/journalrank.php?category=1702
3 Artificial Intelligence – Google Scholar https://scholar.google.ca/citations?hl=en&view_op=top_venues&vq=eng_artificialintelligence

AI Generated Movies

AI Generated Movies
S No AI Generated Movies URL
1 Sunspring https://en.wikipedia.org/wiki/Sunspring
2 Zone Out – A Sci-Fi Short Film https://youtu.be/vUgUeFu2Dcw
3 Exact Average http://botnik.org/content/scrubs.html
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