Education and Resources Site

Free AI/ML Courses :- MIT Open Courseware

AI Courses
• Introduction to Artificial Intelligence
• Techniques in Artificial Intelligence
Medical AI Courses
• Medical Artificial Intelligence
• Medical Computing
• Medical Decision Support
NLP Courses
• Natural Language Processing & Knowledge Representation
• Advanced Natural Language Processing
• Conversational Computer Systems
• Affective Computing Systems
Genetics and Genomics Courses
• Computational Functional Genomics
• Computational Personal Genomics
• Algorithms for Computational Biology
Machine Learning and Data Science
• Intro to Computational Thinking and Data Science
• Machine Learning
• Data Mining
• Process, Analyze, and Visualize Data
Mathematics of ML / DS
• Machine Learning Statistics
• Mathematics of Data Science
• Mathematics of Machine Learning
• Linear Algebra
• Statistical Learning Theory and Applications
• Mathematics of Computer Science
• Algorithms For Inference
Image Processing and Pattern Recognition
• Pattern Recognition Analysis
• Pattern Recognition for Machine Learning
• Representation and Modeling for Image Analysis
• Introduction to Neural Networks
Robotics and Context Learning
• Cognitive Robotics
• Learning from Context
Quantum Computing
• Quantum Computation
• Quantum Physics
• Microsoft Quantum Development Kit
• Institute for Quantum Computing
• NPTEL Quantum Internet Course
• Understanding Quantum Computers
• Quantum Computing DIR




UC Berkeley

Deep Learning
• Designing, Visualizing and Understanding Deep Neural Networks




Misc Free Courses of Interest

Data Science Central
• 30 Free Courses: Neural Networks, Machine Learning, Algorithms, AI


• Calling "BS" - using data science to detect "intentional deception" from the news, media, debates, etc.

Repository of eBook (Directories)

These are DOWNLOAD links to folders in BOX, which contains ebooks in PDF format.

• AI in Health Care
• AI Books Repository #1
• AI Books Repository #2
• AI-OReilly
• AI Business Strategy
• AI Reports
• AI Stuff (Misc)
• AI for Game Development
• Artificial Intelligence (Materials)
• Managing Data Science
• Big Data Materials
• Cognitive Theory
• Data Analysis
• Data Analytics
• Data Mining
• Data Visualization
• Data Wrangling
• Deep Learning
• Exploratory Data Analysis
• Game Artificial Intelligence
• Games Development
• GOAL Intelligent Agents
• Intelligent Agents
• IPython
• KNIME
• LINUX
• Machine Learning #1
• Machine Learning #2
• NLTK
• Ontologies
• PROLOG
• PYTHON
• PYTHON Testing
• Python GUI
• R Programming
• R Development
• Statistics
• MY_MLM
• Ethical AI
• Swarm Theory
• Graph Databases
• Quantum Computing

AI in Business Newsletters and Blogs
(Subscribe to these)

• AI in Biz Case Studies
• Tech Emergence (General)
• Artificial Intelligence Trends
• Artificial Intelligence Weekly
• Right Relevance (Search on AI)
• Data Science Central
• Analytics Vidhya
• DataCamp
• Kaggle
• Machine Learning Mastery
• AIM Magazine R&D Specific
• Oreilly Artificial Intelligence NewsLetter
• Launch of The Medical Futurist Institute: Digital Health Research For A Better Future

Valuable Links

• Cheat Sheets for AI, Neural Networks, Machine Learning, Deep Learning & Big Data
• Essential Cheat Sheets for Machine Learning and Deep Learning Engineers
• Public Speaking Training for Technical People
• Data Science Simplified: Principles and Process
• Machine Learning with Python Cheat Sheets
• Machine Learning Algorithms: Which One to Choose for Your Problem
• Cheat Sheet of Machine Learning and Python (and Math) Cheat Sheets
• The Mathematics of Machine Learning
• Linear algebra explained in four pages
• Linear Algebra Review and Reference
• Linear Algebra Cheat Sheet
• Probability Cheat Sheet
• Exploratory Data Analysis (EDA) Cheet Sheet - Python
• Cheatsheet - 11 Steps for Data Exploration (EDA) in R (with codes)
• Python Exploratory Data Analysis Tutorial
• Data Camp Cheat Sheets (ALL)
• Exploratory data analysis
• Deep Architecture Genealogy

AI / ML / DS Frameworks & IDE's

• R - Language
• R Studio
• KNIME
• Python - Anaconda Suite
• Eclipse
• Rodeo

Suggested Theory eBooks

• Artificial Intelligence a Modern Approach 3rd Edition PDF
• Artificial Intelligence a Modern Approach 2nd Edition PDF
• Advanced Artificial Intelligence PDF
• Artificial Intelligence a Modern Approach (Online Book)
• Computational Cognitive NeuroScience (just for reference)
• The Book (PDF)
• What is Artificial Intelligence
• Artificial Intelligence Now - O'Reilly Media
• AI and Medicine
• The Future of Machine Intelligence
• The New Artificial Intelligence Market
• What is Data Science
• Going Pro in Data Science
• The path to predictive Analytics and Machine Learning
• The Business of Genomic Data
• Data Visualization

Suggested Tutorials

• MIT Artificial Intelligence Lectures Class 6.034
• Artificial Intelligence
• Python:
• A Complete Tutorial to Learn Data Science in Python from Scratch:
• R - Tutorial
• Neural networks
• Big Data Analytics
• Artificial Intelligence - Expert Systems
• Artificial Intelligence - Expert Systems - Drools Tutorial
• An Intro to Machine Learning Theory and Applications - a visual tutorial
• Machine Learning For beginners
• A visual Introduction to Machine Learning - Part 1
• A visual Introduction to Machine Learning - Part 2
• Visual Statistics
• A Complete Tutorial to Learn Data Science with Python from Scratch
• A Complete Tutorial to Learn Data Science with R from Scratch
• A Comprehensive Tutorial to Learn Data Science with Julia from Scratch
• 12 Useful Data Science Walkthroughs
• 30 Top Videos, Tutorials & Courses on Machine Learning & Artificial Intelligence from 2016
• Wisdom Jobs : Artificial Intelligence Tutorial
• Artificial Intelligence Interview questions
• Artificial Neural Network Interview questions
• Machine Learning Interview questions
• Data Science Interview questions
• Python Exploratory Data Analysis Tutorial
• Exploratory data analysis
• Kaggle Tutorials (ALL)
• Comprehensive Guide to Data Visualization in R
• Data Visualization Tutorial
• Big Data & Analytics Tutorials (ALL)
• Over 150 of the Best Machine Learning, NLP, and Python Tutorials I've Found
• Ultimate Guide to Understand & Implement Natural Language Processing (with codes in Python)
• NLP Tutorial Using Python NLTK (Simple Examples)
• A visual and intuitive understanding of deep learning
• Statistics Tutorial (BIG)
• An Intuitive (and Short) Explanation of Bayes Theorem
• Introduction to Conditional Probability and Bayes theorem for data science professionals

Foundational Articles about AI and HealthCare / Insurance

• Artificial Intelligence in Health Care
• Top 100 Companies in Digital Health
• Top 10 trends Shaping HealthCare
• Top AI Companies in Healthcare to keep an eye on
• AI in Medicine
• Cognitive Technologies for Health Plans - Using AI to meet new market demands
• Demystifying Artificial Intelligence - What business leaders need to know
• The Future of Healthcare Insurance - Whats Ahead?
• A Consumer-driven Culture of Health
• The Road to value-based care
• HealthCare and LifeSciences Predictions 2020
• AI In Medicine
• Machine Learning Healthcare Applications - 2017 and Beyond
• 10 Roles AI can play in Healthcare
• New Jobs in the Future of Healthcare and Medicine Part # 1
• New Jobs in the Future of Healthcare and Medicine Part #2
• Stanford Medicine Health Trends Report
• PWC Health Research Institute - Top Health Industry Issues of 2018
• Evolution of Smart Health Care
• The Digital Hospital of the Future
• Disruptive Rise of Value Based Health Care
• Convergence of HealthCare Trends
• Deloitte Cognitive Survey - Start of the Art
• Deloitte - AI and Cognitive SurveyTechnologies (Dashboard)
• Machine Learning HealthCare Applications
• Time Magazine - The Bitter Pill : Greed in the American HC System
• Ten Types of Innovation
• Transformation to VBC - A Leadership Guide




AI/Biz/HC Curated Reports Repository (Dir)


• Reports Repository




Selected AI articles - Health Care (Insurance)


• Cognitive Technologies for Health Plans - using Artificial Intelligence to meet new market demands
• How Artificial Intelligence Will Cure America's Sick Health Care System
• Artificial Intelligence Will Redesign Healthcare
• New Jobs in the Future of Healthcare and Medicine Part 1
• New Jobs in the Future of Healthcare and Medicine Part 2
• AI in Medicine
• Demystifying Artificial Intelligence - what business leaders need to know about cognitive technologies
• Books about the future of healthcare
• GSK will use supercomputers to develop new drugs
• The Smart Solution to the Health Care Crises
• The Future of Radiology and Artificial Intelligence
• Thanks to AI, you'll never be ignored at a hospital again
• Medial EarlySign Analyzes Blood Tests with Artificial Intelligence
• The Top 10 Trends Shaping the Future of Pharma
• These 10 AI applications are poised to have the greatest impact in healthcare
• Building a Healthier Lifestyle With the Help of Digital Tech
• Peek into the Future of Hospitals: Smart Design, Technologies and Our Homes
• 10 Ways Artificial Intelligence Could Make Me a Better Doctor
• Artificial intelligence can now predict suicide with remarkable accuracy
• FDA clears Duo, a combination smart heart monitor and stethoscope from Eko
• Rating Portable Diagnostic Devices That Make Patients the Point-of-Care
• Reducing Pain Through Virtual Reality
• Revolutionizing Medical Imaging through Artificial Intelligence
• Exclusive Details From InTouch Health About How Telemedical Robots Work
• Thanks to AI, Computers Can Now See Your Health Problems
• What We Learnt in Digital Health in 2016
• The Most Exciting Medical Technologies of 2017
• Clarius App-Powered Wireless Ultrasounds Win FDA Clearance
• The Digital Hospital: 80+ Companies Reinventing Medicine In One Infographic
• Top AI Companies in healthcare to keep an eye on
• Machine Learning HealthCare Applications - 2017 and beyond
• 10 Roles AI can play in healthcare
• What Do You Really Mean by Business "Transformation"?
• MIT SLOAN - Reshaping Business with AI




Artificial Intelligence - the Business Executive


• Demystifying Artificial Intelligence - What business leaders need to know
• Mastering the Digital Economy
• Recording the Customer Experience
• Artificial Intelligence for Executives
• AI in Business - Real vs Hype
• Applied AI - From SciFi to Business Fact
• Artificial Intelligence Course for Executive Leaders
• AI Consulting - a Guide to Top Consultants
• AI for the Sales Executive
• An executives guide to Machine Learning




Complex Event Processing


• CEP Demo and Presentation - Military Example
• Survey of CEP Models
• Book: Event Processing in Action


• Report: IBM CEP
• Report: Semantic CEP
• Report: Sensors and CEP
• Report: Event processing and business
• Event Processing Manifesto
• Blog: How to make sense of CEP in real-time
• Blog: CEP in Healthcare IoT Solutions
• Paper: RealTime Clinical Monitoring with CEP
• Paper: Active CEP in Healthcare
• Paper: MECP Mobile CEP for Healthcare
• Survey of CEP Models
• Anomaly Detection with CEP




Cognitive Technologies
Established April 2019

• The SOAR Cognitive Architecture (Book Link)
• SOAR Home Page
• SOAR GitHub
• SOAR Downloads Page
• SOAR Tech - Military Contractor (Based on SOAR)
• SOAR Wiki
• SOAR Mailing List
• SOAR Users Manual
• A Gentle Introduction to SOAR
• SOAR Videos
• SOAR Architecture Video


Cognitive Technology Resources
• A (Cognitive) Systems Approach to Healthcare
• Full Text of the above.
• Psychological Inspired Cognitive Architectures
• 40 Years of Cognitive Architectures
• Cognitive Architectures


SOAR Tutorials
• Soar Tutorial 1 - Simple Agents
• Soar Tutorial 2 - Interacting with an Environment
• Soar Tutorial 3 - Subgoals
• Soar Tutorial 4 - Simple Problem Solving
• Soar Tutorial 5 - Planning and Learning
• Soar Tutorial 6 - Reinforcement Learning
• Soar Tutorial 7 - Semantic Memory
• Soar Turorial 8 - Episodic Memory


Cognitive Technology / Theory Books
• Cognitive Networks - Applications and Deployments
• Theoretical Foundations of Artificial General Intelligence
• Emotion Oriented Systems
• Knowledge Needs and Extraction
• Natural Computing Algorithms




Quantum Computing
Established Feb 2019


Book Links - Those needed to be purchased.


• Quantum Computing - A Beginners Introduction
• Supervised Learning w/Quantum Computers
• Quantum Machine Learning
• Quantum Artificial Intelligence
• Programming Quantum Computers
• Mastering Quantum Computing with IBM QX


Books - Available.


• Introduction to Quantum Computing
• Quantum Computer Science
• Quantum Computation and Quantum Information
• Gorshkov-QuantumMethods
• Principles of Quantum Artificial Intelligence
• Mastering Quantum Computing with IBM QX


White Papers


• Quantum machine learning for data scientists
• Quantum Machine Learning
• Quantum Algorithm Implementations for Beginners
• Tractica - Quantum Computing Executive Summary
• Introduction to Quantum Computing
• Commercial Prospects for Quantum Computing
• Quantum computing from a mathematical perspective: a description of the quantum circuit model, by J. Ossorio-Castillo and J. M. Tornero
• Quantum Computing in the NISQ era and beyond, by J. Preskill
• Open source software in quantum computing, by Mark Fingerhuth , Tomás Babej and Peter Wittek


Useful Publications


• The Next Decade in Quantum Computing-and How to Play
• The Next Decade in Quantum Computing-and How to Play : PDF
• Quantum computers: The next supercomputers, but not the next laptops
• Commercial Prospects for Quantum Computing
• Quantum Computing is coming to the marketplace.
• Pentagon sees quantum computing as key weapon for war in space
• The US and China are in a quantum arms race that will transform warfare
• The race is on to dominate quantum computing
• Are defense contractors investing enough in quantum computing?
• On the Cusp of a New Cold War
• Forget the Trade War. China Wants to Win Computing Arms Race
• Quantum Hegemony?
• Quantum Computing Must Be a National Security Priority
• OPINION ARTICLE: The Case *Against* Quantum Computing


Videos Series


• DrPhysicsA - Quantum Mechanics
• Quantum Computing for Computer Scientists, Microsoft Research
• Quantum Machine Learning, by Seth Lloyd
• AWS re:Invent 2018: Pragmatic Quantum Machine Learning Today, by Peter Wittek
• Quantum Computers Animated" by PHD Comics
• Quantum Computers Explained - Limits of Human Technology
• The Mathematics of Quantum Computers
• You don't know how Quantum Computers work!
• Quantum computing for the determined


Courses


• UDEMY - Quantum Computing & Quantum Physics for Beginners
• FUTURE LEARN: - Understanding Quantum Computers
• COURSERA: - Introduction to Quantum Computing
• BRILLIANT! - Quantum Computing
• BRILLIANT! - Quantum Objects
• EdX: - Quantum Machine Learning
• MIT OCW - Quantum Complexity Theory, by S. Aaronson (only the lecture notes are available, but they are an invaluable resource)
• CALTECH - Quantum Computation, by John Preskill (wonderful lecture notes, problems sets and solutions)
• UC BERKELEY - Quantum Mechanics and Quantum Computation, by U. Vazirani (great MOOC by one of the father of QC)


Courses - Highlighted: Quantum Machine Learning - Witted @ EdX


• EdX: - Quantum Machine Learning
• Instructor Bio:
• CourseGitLab
• Course Text Book
• Instructor QML Text Book


Frameworks - QISKit (IBM)


• QisKit - GitHub (Download)
• Documentation
• QisKit Tutorials
• QisKit Wiki
• Stachexchange - QisKit
• A developer's guide to using the Quantum QISKit SDK
• A developer's guide to using the Quantum QISKit SDK
• GitHub:- QISKit Aqua
• Qiskit Aqua Documentation
• QISKIT for quantum machine learning
• Qiskit Gate Definitions:
• Summary of Quantum Operations Documentation


Quantum Gate Simulators


• IBM Quantum Experience Gate Simulator
• Quantum Circuit Simulator: Quirk
• QUIRK GitHub site
• QUIRK - HowTo Video


** Quantum Computing Blog Series **


• Quantum Computing Series (Index)

Introduction

• What is a Quantum Computer?
• What are Qubits in Quantum Computing?

Realization of a Quantum Computer

• How to build a Quantum Computer w/Superconducting circuits?
• How to build Quantum Computer with Trapped Ions?

Quantum Computing (Quantum Gates)

• Control Quantum Computing with unitary operators, interference and entanglement
• The strength and weakness of Qubits in Quantum Computing
• Programming with Quantum Gates (Single Qubits)
• Programming with Quantum Gates (2-Qubits operators)
• Quantum Programming: Implementation issues

Quantum Algorithms

• Quantum Algorithm with an example
• Grover's Algorithm
• Simon's Algorithm

Shor's Algorithm

• Cracking RSA with Shor's Algorithm
• antum Fourier Transforms
• Phase Estimation in SHors Algorithm
• Period Finding in SHor's Algorithm
• Appendix for the Shor's Algorithm

Others

• Quantum Mechanics Notations
• Observable

Quantum Gates

• Quantum Logic Gate:
• Demystifying Quantum Gates - One Qubit At A Time
• Qiskit Gate Definitions:
• Summary of Quantum Operations Documentation
• WIKI Quantum Logic Gates:


Other QC Stuff


• Awesome Quantum ML (list of resources), by me.
• Papers with Code - Quantum Computing
• Entanglion - A Quantum Board Game






Artificial Intelligence in FinTech



AI in Credit Unions


• Credit Union Journal (AI)
• What Are the Most Vital AI Applications for Credit Unions?
• What Credit Unions Must Do Today to Pursue AI
• How Banks and Credit Unions Can Grow Deposits with AI
• Why Credit Unions Need to Implement Artificial Intelligence ASAP
• Here's How AI Can Help Credit Unions Transform Their Debt Collection Practice
• Five Things Every Credit Union Should Consider When Using AI-Powered Bots and Live Engagement to Create the Ideal Member Experience
• REPORT:  Filene Research Institute:  AI by Design - AI and Credit Unions (41 Pages)
• Bank Biz Models:


AI in FinTech


• 10 Ways AI Is Going To Improve Fintech In 2020
• How AI is Revolutionizing the Process of Fintech Firms?
• Ten Applications of AI to Fintech
• Deloitte: How is AI changing the financial services industry? (Series)
• Applied AI (FinTech)
• Top Use Cases:(FinTech)
• Everyday FinTech use cases for A.I.
• The Future is Now: How Artificial Intelligence is Transforming Banking
• Best FinTech Development Stack


AI Roadmap in FinTech


• 4 Step Implementation Road map for AI in Banking
• Leveraging AI to shape the digital future of Banking Part 1
• Leveraging AI to shape the digital future of Banking Part 2
• Chartis Report: State of AI in Risk Management
• Artificial Intelligence Powered Banking
• EBF position paper on AI in the banking industry
• AI IN FINANCIAL SERVICES: NEXT STEPS TO REALIZING THE POTENTIAL
• Reshaping Banking with Artificial Intelligence
• How AI is transforming the Financial Ecosystem


AI in Banking References


• BEST FINTECH DEVELOPMENT TECH STACK
• Bank to the future: Finding the right path to digital transformation
• AI Business Transformation Roadmap
• AI Strategy for Government Leaders
• Business Model Innovation
• What is a Platform Business Model
• Platform vs. Linear: Business Models 101
• What are network effects
• Platform Types: Explained and Defined
• Modern Monopolies


Banking Digital Business Models


• Banks Digital Business Models (4)
• Digital Banks - Business Models
• Bank Business Models of the Future
• New Biz Models for a new banking environment
• The New business models of Banking
• Building a Digital Business Model for Banking
• Digital Banks increasingly embrace a platform business model
• Banking as a platform - what you should know about this disruptor
• A digital crack in bankings' business model
• Banking's Platform-Based Future
• A roadmap to digital value in retail banking
• Transforming an Analog Company into a Digital Company : Bank BBVA
• The future banking ecosystem


Cognitive Technology in FinTech


• How Cognitive Computing will transform the finance industry.
• 5 ways cognitive computing is disrupting Fintech
• 3 ways Cognitive Computing can transform banking
• Refurbishing the finance industry with cognitive computing


Quantum Technology in FinTech


• Quantum Computing and Finance
• Exploring quantum computing use-cases for financial services
• Quantum computing for finance: Overview and prospects
• Portfolio Optimization of 40 Stocks Using the DWave Quantum Annealer
• Quantum computing for finance: overview and prospects
• QNN's for FinTech
• Quantum Computing & FinTech Applications
• Physics from Finance
• Amelie Schreiber
• IBM Quantum Reports
• The Impact of Quantum Computing on banking will be gigantic
• Why banks like Barclays are testing quantum computing
• Potential Use Cases of Quantum Computing in Banking and Financial Services
• Six Algorithms you need to learn about Quantum Computing in Finance






Artificial Intelligence NanoDegree



Structured AI Program


• Udacity Artificial Intelligence Nano Degree Program


Foundational Artificial Intelligence


• Artificial Intelligence a Modern Approach 3rd Edition PDF
• Artificial Intelligence a Modern Approach 2nd Edition PDF
• Python implementation of algorithms from Russell And Norvig's "Artificial Intelligence - A Modern Approach"
• Artificial Intelligence a Modern Approach 3rd Edition (Online Book)
• Artificial Intelligence a Modern Approach 2nd Edition (Online Book)
• Artificial Intelligence 2E - Foundations of Computational Agents (Online Book)


• Advanced Artificial Intelligence PDF
• Artificial Intelligence Algorithms PDF
• Artificial Intelligence with Python PDF
• AI in Python : WIki
• Python Data Structures and Algorithms PDF


Biological Inspired (Swarm Theory) Artificial Intelligence


• BOOK: Swarm Intelligence - From Natural to Artificial Systems
• SLIDES: Swarm Intelligence - From Natural to Artificial Systems
• Book: Agent Based Modeling with Swarm
• Book: Swarm Intelligence
• Book: Biological Inspired Artificial Intelligence (Swarm Theory)
• Biological Inspired Artificial Intelligence (Swarm Theory) - Slides
• Foundations of Swarm Intelligence
• Intro to Swarm Theory
• Swarm Frameworks
• Swarm Intelligence - Chapter
• Swarm Intelligence Paper
• Swarm Theory - Optimization Space
• Swarm Theory Applications
• Swarm Control for Cooperative Hunting
• Swarm Intelligence - AI
• Swarm AI
• Swarm AI - Concepts, Models, applications
• Medical Applications of Swarm Theory
• Applications of Swarm Tech in Health Care
• Medical Applications of Multi-Agent Systems in Health Care
• Swarm Based Medicine

Artificial Intelligence for Humans Series


• Artificial Intelligence For Humans Volume #1 - Fundamentals
• Artificial Intelligence For Humans Volume #1 - Nature Inspired Algorithms
• Artificial Intelligence For Humans Volume #1 - Neural Networks and Deep Learning
• GitHub for Artificial Intelligence For Humans Series (Code, etc)
• Practical Artificial Intelligence for Dummies


Game AI Theory / Practice


• AI Steering Behavoirs for Autonomous Vehicles
• AI for Game Developers
• Artificial Intelligence for Games, Second Edition
• Artificial Intelligence Agent Behaviour
• Aartificial Intelligence Aagents and Environments
• Behavioral Mathematical for Game AI
• Introduction to Game AI 2010
• Mathematical Game Theory and Applications
• Practical_Game_AI_Programming.pdf
• Programming Game AI by Example - Mat Buckland (Foundational Text)


Game AI Theory / Practice


• 16 free E-books to kickstart your Artificial Intelligence programming
• 50+ Free Artificial Intelligence Tutorials, eBooks & PDF


• Problem Solving with Algorithms and Data Structures using Python
• Problem Solving with Algorithms and Data Structures using Python - Resources Site


Deep Learning Foundation, Techniques, Applications


• Deep Learning w/TensorFlow + Code
• Deep Learning w/Keras + Code
• TensorFlow CookBook + Code
• Deep Learning Play Book + Code
• MLM Deep Learning + Code
• When Deep Learning is Better than Shallow Learning
• Learning TensorFlow
• Fundamentals of Deep Learning
• Deep Learning Tutorial
• Deep Learning - A Practitioners Approach
• Deep Learning with Python
• MLM Deep Learning LSTM + Code
• MLM Deep Learning NLP + Code
• CS23LN - Deep learning course from Stanford : Video Lectures
• CS23LN - Deep learning course from Stanford : Lecture Notes
• CS20SI - Tensorflow course from Stanford : Syllabus
• CS20SI - Tensorflow course from Stanford : GitHub
• Mathematics for Neural Networks and Deep Learning


Misc Topics and Support


• Programming Kotlin + Code
• BlockChain + Code
• Groovy
• Data Structures Visualizations
• Visual Algorithms
• Introduction to Computer Science using Python 3 (2nd Edition)
• Book Code Base
• Introduction to Computer Science and Programming using Python
• Introduction to Computer Science using Python - Computational Problem Solving Focus
• Book Code Base
• Graph Databases
• Quantum Computing




Machine Learning Engineering NanoDegree



Machine Learning Fundamentals


• Mastering Machine Learning with R.
• Building Machine Learning Systems - Python 2nd ED.
• Machine Learning in Python.
• Machine Learning in Action
• Machine Learning - Lion.
• Machine Learning for Hackers
• Introduction to Machine Learning
• Learning Scikit-Learn.
• MLM Machine Learning Algorithms - DIR
• MLM Machine Learning w/Python - DIR
• MLM Machine Learning w/R - DIR
• Googles Machine Learning Crash Course
• Machine Learning with Python Cheat Sheets
• Machine Learning Algorithms: Which One to Choose for Your Problem
• Cheat Sheet of Machine Learning and Python (and Math) Cheat Sheets
• An Intro to Machine Learning Theory and Applications - a visual tutorial
• Machine Learning For beginners
• A visual Introduction to Machine Learning
• Visual Statistics
• Interpretable Machine Learning

Feature Engineering


• Feature Engineering
• Getting the most from Feature Engineering
• Understanding Feature Space

Model Evaluation and Validation


• Evaluating Machine Learning Models
• Evaluating Learning Algorithms
• Evaluating Learning Models
• Evaluating Learning Models - SlideShare
• Evaluating Learning Models PPT
• Model Evaluating
• Model Evaluating Tutorial

Supervised Learning


• Data Preprocessing for Supervised Learning
• Empirical Comparison of Supervised Algorithms
• Supervised Learning for Neural Networks
• Types of ML Algorithms

Deep Learning


• Deep Learning w/TensorFlow + Code
• Deep Learning w/Keras + Code
• TensorFlow CookBook + Code
• Deep Learning Play Book + Code
• MLM Deep Learning + Code
• When Deep Learning is Better than Shallow Learning
• Learning TensorFlow
• Fundamentals of Deep Learning
• Deep Learning Tutorial
• Deep Learning - A Practitioners Approach
• Deep Learning with Python
• MLM Deep Learning LSTM + Code
• MLM Deep Learning NLP + Code
• CS23LN - Deep learning course from Stanford : Video Lectures
• CS23LN - Deep learning course from Stanford : Lecture Notes
• CS20SI - Tensorflow course from Stanford : Syllabus
• CS20SI - Tensorflow course from Stanford : GitHub

Unsupervised Learning


• Unsupervised Learning with R
• Unsupervised Learning with Python - Slides

Reinforcement Learning


• Algorithms for Reinforcement Learning
• Book - Reinforcement Learning
• Reinforcement Learning Book
• Tutorial - Reinforcement Learning

Linear Algebra


• Linear Algebra Cheat Sheet
• The Mathematics of Machine Learning
• Linear algebra explained in four pages
• Linear Algebra Review and Reference
• Linear Algebra Cheat Sheet
• Probability Cheat Sheet




Data Science NanoDegree



DATA SCIENCE


• Data Science Algorithms in a Week - DIR
• Python Data Science Essentials
• Data Science For Business
• Data Science from Scratch
• Intro Statistics using Python
• Mastering Python For Data Science
• Mastering Pandas for Data Science
• SciPy and NumPy
• GGPlot2 Essentials
• Interactive Data Visualizations - Foundations, Techniques and Applications
• Practical Data Science Cookbook
• Python Data Science for Dummies.

Python


• Beginning Python
• Learning Python 4th Ed.
• Python 3 for absolulute beginners
• Python Algorithms
• Python for Data Analysis
• Python Data Structures and Algorithms PDF
• Intro To Python For Data Scientist (Jupyter NB - RT CLK, Save)


O'Reilly: Python DataScience Handbook


• Cover, TOC
• Site Download ZIP
• Jupyter Notebooks

R


• Practical Data Science with R.
• R for Data Science
• R in Action, 2nd ED.
• R Studio 101
• R Graphics CookBook 2nd Ed.
• Learning Predictive Analytics with R.
• Machine Learning in R.
• Mastering Predictive Analytics with R.
• Learning Beyesian Models with R.
• Data Analysis and Graphics with R.
• R CheatSheets

Exploratory Data Analysis


• EDA Descriptive Statistics
• EDA - Princeton
• EDA in R - Peng
• EDA for Python
• EDA - Undergraduate Primer

Machine Learning (Intro)


• Mastering Machine Learning with R.
• Building Machine Learning Systems - Python 2nd ED.
• Machine Learning in Python.
• Machine Learning in Action
• Machine Learning - Lion.
• Machine Learning for Hackers
• Introduction to Machine Learning
• Learning Scikit-Learn.
• MLM Machine Learning Algorithms - DIR
• MLM Machine Learning w/Python - DIR
• MLM Machine Learning w/R - DIR
• Googles Machine Learning Crash Course

Statistics


• Statistics for Machine Learning - DIR
• Using R for Statistics.
• Practically Cheating Statistics Handbook 2nd Ed.
• Intro to Statistics using Python.
• Introductionto Python for Econometrics, Statistics and Data Analysis
• Statistics using R, 2nd ED.
• Intro to Probability

Data Wrangling


• Data Wrangling with R
• Data Wrangling Cheat Sheet
• Data Wrangling in Python
• Data Wrangling Handbook
• MongoDB and Python
• MongoDB Basics
• MongoDB Data Modeling
• MongoDB in Action

Data Visualization


• Beginning Data Visualization in Python
• Learning Python for Interactive Computing and Data Visualization
• Interactive Data Visualization - Foundations

SQL and Data Extraction


• W3 School SQL Sandbox
• DOFactory SQL SandBox
• CoderZone SQL Sandbox
• Getting Started with SQL, 2nd Ed.
• Beginning SQL Queries
• Data Analysis using SQL and Excell, 2nd ED.

Cheat Sheets / References


• Data Wrangling Cheat Sheet
• R CheatSheets
• Cheat Sheets for AI, Neural Networks, Machine Learning, Deep Learning & Big Data
• Essential Cheat Sheets for Machine Learning and Deep Learning Engineers
• Machine Learning with Python Cheat Sheets
• Linear Algebra Cheat Sheet
• Probability Cheat Sheet
• Exploratory Data Analysis (EDA) Cheet Sheet - Python
• Cheatsheet - 11 Steps for Data Exploration (EDA) in R (with codes)
• Data Camp Cheat Sheets (ALL)




Microsoft Professional Program for Artificial Intelligence



(1) INTRODUCTION TO ARTIFICIAL INTELLIGENCE

Azure Essentials


• Introducing Azure for IT Professionals
• Learning Microsoft Azure
• MS Azure CookBook, 2nd Ed
• MS Azure Essentials
• Windows Azure Platform, 2nd Ed
• Windows Azure Step by Step
• MS Computer Vision API's Distilled

Azure Core


• Building Web Services with MS Azure
• Business in Real-Time using Azure IoT and Cortana Intelligence Suite
• Cyber Security on Azure
• DevOps for Azure Applications
• Mastering MS Azure Infrastructure Services
• Microservices, IoT, and Azure
• Microsoft Azure Cosmos DB
• MS Azure SQL Database Step by Step
• Practical API Architecture and Development with Azure
• Pro PowerShell for MS Azure
• Processing Big Data with Azure HDInsight
• Using Chef with MS Azure
• Web Applications on Azure

Azure Artificial Intelligence and Machine Learning

Documentation and Frameworks


• Azure Machine Learning Documentation
• Microsoft Cognitive Toolkit Documentation
• Microsoft Cognitive Toolkit : GitHub
• Microsoft Cognitive Services Documentation
• Microsoft Bot Framework
• Microsoft Azure Notebooks


Books and Materials


• Microsofts AI Platform (White Paper)
• A Developers Guide to Building AI Applications
• Azure Machine Learning Essentials
• Business in Real-Time using Azure IoT and Cortana Intelligence Suite
• Data Science in the Cloud with MA Azure Machine Learning and R
• Deep Learning : Methods and Applications
• Introducing Azure Machine Learning
• Mastering .Net Machine Learning
• Predictive Analytics with MS Azure Machine Learning
• Preparing and Architecting for Machine Learning (White Paper)
• Understanding Machine Learning Theory and ALgorithms
• Deep Learning on Azure


(2) INTRODUCTION TO PYTHON FOR DATA SCIENCE

Python


• Beginning Python
• Learning Python 4th Ed.
• Python 3 for absolulute beginners
• Python Algorithms
• Python for Data Analysis
• Python Data Structures and Algorithms PDF
• Intro To Python For Data Scientist (Jupyter NB - RT CLK, Save)


O'Reilly: Python DataScience Handbook


• Cover, TOC
• Site Download ZIP
• Jupyter Notebooks


(3) ESSENTIAL MATHEMATICS FOR ARTIFICIAL INTELLIGENCE

EdX Essential Math for Machine Learning: Python Edition


• Modules 1-4 Jupyter Notebooks

For Dummies Math Series


• Basic Math and Pre-Algebra
• Algebra I Essentials
• Algebra I
• Algebra II
• Linear Algebra
• Probability
• Statistics Essentials
• Differential Equations
• Calculus

Elite Data Science Series


• Data Science Basics
• Data Science Primer
• DS Resources
• Datasets for DS and ML
• Feature Engineering Checklists
• Imbalanced Classes
• Keras Tutorial
• Pandas Data Wrangling
• Properties of Algebraic Equations
• Python Machine Learning
• Seaborn

Cheat Sheet Series


• Algebra
• Calculus
• Derivatives
• Integrals
• Limits
• Common Derivatives & Intergrals
• Laplace Table
• Trigonometry

Math Theory Books


• Mathematical Problems in Data Science


(4) ETHICS AND LAW IN DATA SCIENCE


Ethics and Law in Artificial Intelligence


• Ten principles of ethical AI
• AWS Ethics in AI
• Building Ethics into AI
• Business Ethics and AI
• The Ethical Machine
• Ethical Issues Posed by AI
• Ethical and Policy Implications of AI
• Ethics of Big Data
• Ethics of Artificial Intelligence
• Health Information Ethics
• How to Lie with Statistics
• Everyday Ethics
• Key Concepts of Ethical AI
• Legal Aspects of AI
• Legal Aspects of Artificial Intelligence
• Privacy Engineers Manifesto
• Toward Ethical Aspects of Artificial Intelligence
• AI / ML Ethics, Governance and Compliance Resources

The Great Courses - Philosophy/Ethics Courses Guide Books


• Philosophy of Value
• Philosophy of Science
• Science Wars
• Philosophy of Mind
• Consciousness and its implications

Ethical AI


• IBE Briefing on Ethics and AI
• Global AI community boycots Autonomous Weapons
• Ethics of AI
• Ethical AI Presentation
• Ethical AI Discussion Notes and Resources
• IBM Learning to truse AI Systems



Misc Free Courses of Interest

• Calling "BS" - using data science to detect "intentional deception" from the news, media, debates, etc.







CMU/Optum Executive AI Program



General Support and Reference Materials



Foundational Articles, Reports, and White Papers

Introductory AI Reports

• Demystifying Artificial Intelligence - What business leaders need to know
• MIT Enterprise Artificial Intelligence
• Economist: AI in the Real World
• State of AI in the Enterprise: 2nd Edition
• What is Artificial Intelligence?
• Cognitive Computing and Knowledge Work
• DZone's Guide to Artificial Intelligence
• Machine Learning For Everyone

AI in Healthcare and Medicine

• Artificial Intelligence in Health Care
• Top 10 trends Shaping HealthCare
• AI in Medicine
• AI In Medicine (Large Article Repository)
• HealthCare and LifeSciences Predictions 2020
• 10 Roles AI can play in Healthcare
• New Jobs in the Future of Healthcare and Medicine Part # 1
• New Jobs in the Future of Healthcare and Medicine Part #2
• PWC Health Research Institute - Top Health Industry Issues of 2018
• Evolution of Smart Health Care
• The Digital Hospital of the Future
• Deloitte Cognitive Survey - Start of the Art
• Deloitte - AI and Cognitive SurveyTechnologies (Dashboard)
• Machine Learning HealthCare Applications
• 32 Examples of AI in Healthcare
• HBR Wearables and AI
• AI In Global Health - Report
• Guide to the future of Medicine
• How AI Changes Evidenced based medicine.
• OReilly: AI in medicine
• The 40 Trends driving the future of medicine.

Healthcare Insurance AI

• The Future of Healthcare Insurance - Whats Ahead?
• A Consumer-driven Culture of Health
• The Road to value-based care
• Cognitive Technologies for Health Plans - Using AI to meet new market demands
• Disruptive Rise of Value Based Health Care
• Convergence of HealthCare Trends
• Time Magazine - The Bitter Pill : Greed in the American HC System
• Transformation to VBC - A Leadership Guide
• Deloitte AI in Insurance Report
• Artificial Intelligence in Insurance - Loyds of London

AI in Business

• Applied AI - From SciFi to Business Fact
• Cognizant - The Road to Artificial Intelligence (Biz Report)
• Championing AI for Business
• 15 Examples of AI in Marketing
• Organizational Structures and AI
• How is AI Changing the way companies are organized
• Impact of AI of Work - Review
• Impact of AI of Work - Report
• Impact of AI on Business - Report
• Business Models Guide - Report
• AI Industry Growth - Full Report
• AI Road Map - Draft for Community - Report
• The Wrong Kind of AI
• Turning AI into Business Value
• How Businesses can use Data Science to gain Competitive Advantages
• Practical Artificial Intelligence for Business
• AI Tranforming Business
• AI Index - The 2018 Annual Report
• Brookings Metro Automation / AI Report

AI for the Business Executive

• Artificial Intelligence for Executives
• AI for the Sales Executive
• How AI is elevating Global Companies
• Edelman AI Executive Survey - Findings Report
• Impacts of AI on Organization Decision Making
• Cognitive Computing AI in Healthcare - an Executives Guide
• How AI will redefine Management
• Building the AI Business Case - The CIO's Guide
• Transformation to Value - A Leadership Guide
• AI Leadership

AI and Business Strategy

• Sloan AI and Business Strategy (Collections)
• Ultimate Guide to AI Strategy
• Strategists Guide to AI
• AI Technology Strategy
• Strategic Competition in an Era of Artificial Intelligence
• Strategy and Planning for AI Companies
• The AI Transformation Playbook
• Building the AI Business Case - The CIO's Guide
• Engineering AI and Management Strategies Fusion
• Turning AI into Business Value
• AI Tranforming Business

Economics of AI

• The Economics of AI
• How AI enables the economy of abundance
• Mastering the Digital Economy
• Economics of AI - Implications for Work
• Harnassing the Economic Benefits from AI
• The Economics of AI - Report
• AI and Economic Theory

Innovation and AI

• Ten Types of Innovation
• Stanford Inovation Value Chain - Promise of AI
• AI Innovation: Case Study:
• Effects of AI on Innovation and Productivity - Report
• AI Innovation Report
• Innovation Through AI - Report
• MIT AI Re-Inventing "Inventing"
• Deloitte: AI Innovation Report

OReilly AI Reports

• OReilly: The New AI Market
• OReilly: Artificial Intelligence Now.
• OReilly: Practical AI in the Cloud
• OReilly: What are conversational bots?
• OReilly: What is Artificial Intelligence?
• OReilly: The future of machine intelligence
• OReilly: AI in medicine

Deloitte AI Reports

• Deloitte: Evolution of Smart Healthcare
• Deloitte: Road to Value Based Healthcare
• Deloitte: Consumer Driven Healthcare
• Deloitte: Cognitive Technologies for Health Plans
• Deloitte: Building a Data Science Capability
• Deloitte: Demystifying Artificial Intelligence
• Deloitte: Cognitive Technologies - the real opportunities for business.
• Deloitte: Rising Consumerism in Healthcare
• Deloitte: The future of healthcare insurance - what lies ahead
• Deloitte: Disruptive Rise of Value based Healthcare
• Deloitte: Executive Survey - Cognitive and AI Technologies
• Deloitte: The Convergence of Healthcare Trends
• Deloitte: AI Innovation Report

Ethics and Law in Artificial Intelligence

• Ten principles of ethical AI
• AWS Ethics in AI
• Building Ethics into AI
• Business Ethics and AI
• The Ethical Machine
• Ethical Issues Posed by AI
• Ethical and Policy Implications of AI
• Ethics of Big Data
• Ethics of Artificial Intelligence
• Health Information Ethics
• How to Lie with Statistics
• Everyday Ethics
• Key Concepts of Ethical AI
• Legal Aspects of AI
• Legal Aspects of Artificial Intelligence
• Privacy Engineers Manifesto
• Toward Ethical Aspects of Artificial Intelligence
• AI / ML Ethics, Governance and Compliance Resources

Quantum Computing for the Business Executive

• Executives Guide to Quantum Computing
• Quantum Computing Technical Brief
• Accenture: Digital Health Tech Vision
• Accenture: Innovating with Quantum Computing
• Book: Future of Quantum Computing
• BCG: The next decade in quantum computing
• QC: Potential Clinical Applications of QC
• Commercialization of Early Quantum Computing
• Security: Quantum Key Distribution CIO Guide
• KPMG: Quantum Computing 101
• Industry Perspective on Quantum Computing
• The Impact of Quantum Computing
• National Strategic Overview Report - Quantum Information Science
• IBM: Quantum coming to your business
• Deloitte: Quantum Report
• Commercial Prospects for Quantum Computing
• Quantum Computing Progress and Prospects
• QB: What are the business opportunities of QC - Google
• QB: Adding Quantum to your business
• QB: What is the commercial potential of Quantum Computing?
• QB: QC could have a superstar effect for businesses
• Panel Urges Preparations for Future Quantum Computers
• BlueJeans: Quantum Mechanics and the Future of Work
• KPMG: Quantum Computing 101: 7 Questions corporate executives are asking
• Industry Perspectives on QC


• OPINION: The case against Quantum Computing
• OPINION: The Limits of Quantum Computing
• OPINION: Quantum is not Threat to Supercomputing as we know it



AI for the Executive: A Curated Reports Repository (Large)


• Executive AI - Reports Repository



Online Courses: AI for Business Executives


• EdX: AI For Executive Business Leaders:
• Microsoft AI for Business School
• Microsoft: AI Business School (Helathcare Path)
• Deloitte: Cognitive Technologies - the real opportunities for business
• Experify: AI for Executives
• Coursera: AI for Everyone:
• The Elements of AI
• Udemy: AI For Business:
• Microsoft AI School



Selected Book Recommendations


• Data Science For Business (PDF)
• Applied Artificial Intelligence - a Handbook for Business Leaders
• The executive Guide to Artificial Intelligence
• Deep Medicine:
• Artificial Intelligence in Healthcare
• Artificial Intelligence in Behavioral and Mental health Care:
• Machine Intelligence for Healthcare:
• Artificial Intelligence and Machine Learning for Business (Includes Healthcare)
• Healthcare Disrupted



AI, ML, DS - Conceptual Tutorials for Business Leaders


• An Intro to Machine Learning Theory and Applications - a visual tutorial
• A visual Introduction to Machine Learning - Part 1
• A visual Introduction to Machine Learning - Part 2
• Visual Statistics
• Comprehensive Guide to Data Visualization in R
• A visual and intuitive understanding of deep learning



Mobile Apps for Learning AI (Android)


• Learn Artificial Intelligence (EDU)
• AI Today (News and AI 101)
• Artificial Intelligence (EDU #1)
• Artificial Intelligence (EDU #2)
• Virtual Assistant DataBot: Artificial Intelligence