Henry Will 4: Machine Learning and AI for You to Learn

I am going a webinar/presentation titled "5 Steps to Play With and Learn AI" On March 23, 2021. The live webinar is free (you can register here) and will be available soon afterward on-demand with other of my webinars.

This is reference information for that presentation.

The 5 steps to learning:

Awareness / Decision / Goal
Play / Experience / Experiment
Learn
Apply
Share

1. Awareness:

The fact that you are here shows that you are aware. Now, you need to decide if you want to pursue it. Then, set a goal.

Forbes "Top 10 Tech Job Skills Predicted To Grow The Fastest In 2021" names AI as a top paying job.

Coursera story: "How Stijn landed his new job after completing the IBM Applied AI Professional Certificate"

Data Science compared to Machine Learning "When Data Science Met Machine Learning" (this includes the Five Vs of data: volume, variety, veracity, value and velocity

Towards Data Science: "Data Science vs. Artificial Intelligence vs. Machine Learning vs. Deep Learning" by Sunny Srinidhi.

UpGrad: "Data Science vs AI: Difference Between Data Science and Artificial Intelligence" by Rohit Sharma Dec 17, 2019

SimpliLearn "AI vs Data Science: Mapping Your Career Path" By Ronald Van Loon Last updated on Feb 5, 2021

Thinkful: "Data Science vs Artificial Intelligence" includes salary information and career track information

New Jersey Institute of Technology: One of the only B.S. degrees in Data Science in the Nation

2. Play and Experiment

Google

https://experiments.withgoogle.com/

https://experiments.withgoogle.com/collection/ai

Includes: AI and Writing, AI and Learning, AI and Drawing, AI and Music

Google Vision AI

Microsoft

https://www.microsoft.com/en-us/research/group/deep-learning-group/

https://lionbridge.ai/articles/10-craziest-ai-experiments-to-try-online-today/

IBM:

https://www.ibm.org/activities/

TJ BOT: https://www.ibm.org/activities/tjbot

Virtual TJ BOT: https://www.ibm.org/activities/virtual-tjbot

Machine Learning for Kids: https://www.ibm.org/activities/machine-learning-for-kids

Watson Conversation: https://www.ibm.org/activities/watson-conversation

https://www.research.ibm.com/artificial-intelligence/experiments/learn-and-play/

GAN

This x does not exist

https://thisxdoesnotexist.com/

https://machinelearningmastery.com/impressive-applications-of-generative-adversarial-networks/

https://poloclub.github.io/ganlab/

https://www.producthunt.com/alternatives/this-x-does-not-exist

Generative Engine: https://experiments.runwayml.com/generative_engine/ Write and AI will draw a picture.

Image to Image Demo: upload an image and AI will make a corresponding image: https://affinelayer.com/pixsrv/

3. Learn

A great introductory article as an overview: From IBM "A beginner’s guide to artificial intelligence, machine learning, and cognitive computing"

AI and ML for Kids

https://machinelearningforkids.co.uk/

https://machinelearningforkids.co.uk/#!/links

https://medium.com/stempedia/ai-for-kids-teach-kids-ai-with-the-best-online-ai-course-26575ab57337

https://thestempedia.com/blog/teaching-ai-kids/

https://thestempedia.com/shop/online-courses/artificial-intelligence-for-kids/

8 AI-driven Creative Apps for You and Your Kids

https://towardsdatascience.com/8-ai-driven-creative-apps-for-you-and-your-kids-5fdd71407dc4

Google Youtube video "AI Adventures: What is Machine Learning"

This tutorial and list of ML algorithms might be helpful to learn from:

https://data-flair.training/blogs/machine-learning-tutorial/

https://www.newtechdojo.com/list-machine-learning-algorithms/

Google Dialogflow tutorials -Try it free https://cloud.google.com/dialogflow

Medium "The most impressive Youtube Channels for you to Learn AI, Machine Learning, and Data Science"

Python Profits: Learn ML, Regression, Classification, DL, Big Data https://www.pythonprofits.com/

IBM Watson

FREE cognitiveclass.ai courses include docker, chatbots, cloud, ML, Python, Node-RED, blockchain, TJBot, Big Data, Hadoop, Data Science, R, Serverless computing, Iot, Data Visualization, DL, Istio, Swift, statistics, Spark, GPU, Tensorflow, SQL, Bitcoin, Scala, NoSQL, MapReduce, YARN, Graphx, Kubernetes K8s, OpenShift, Microservices, Predictive modeling, Kafka, zookeeper, Solr, and more. see https://cognitiveclass.ai/courses

Data Science courses https://community.ibm.com/community/user/datascience/coursera

Design Thinking course https://www.ibm.com/design/thinking/page/courses/Practitioner

AI: Deep Learning Course at NYU CDS (Center for Data Science) accessible to all: https://nyudatascience.medium.com/yann-lecuns-deep-learning-course-at-cds-is-now-fully-online-accessible-to-all-787ddc8bf0af

Microsoft

https://www.microsoft.com/en-us/research/group/deep-learning-group/

Kaggle

https://www.kaggle.com/learn/intro-to-deep-learning

https://www.kaggle.com/learn/overview

https://jonathan-hui.medium.com/gan-some-cool-applications-of-gans-4c9ecca35900

Learn Python

Python is considered by many to be the most popular language for AI.

For beginners (and children too), you can learn a bit about Python by using Turtle graphics. This was introduced to me by our local library which sponsored an Hour of Code and provided some of the following links:

https://hourofpython.com/ - Click on the "start learning" button for the free lesson of "Python with Turtles" - This might be fun to do with your friends or family too.

Python Turtle sandbox and documentation on how to use turtle and the beginner's guide to python turtle

If you want to learn python, here are some courses and tutorials

Beginners guide: https://wiki.python.org/moin/BeginnersGuide/NonProgrammers

https://www.learnpython.org/

Python tutorial https://docs.python.org/3.7/tutorial/

"Automate the Boring Stuff" - Python books

Learn DL

https://towardsdatascience.com/probably-the-best-resource-to-learn-deep-learning-in-2020-66d13a8ab1f1

Or you can monitor a class on Coursera or edx.

AI Newsletter: https://thesequence.substack.com/ or https://thesequence.substack.com/p

Ivy League University Online Classes

https://qz.com/1821327/450-free-ivy-league-university-courses-you-can-take-online/

Georgia Tech Course on Machine Learning (need to create a free account):

https://classroom.udacity.com/courses/ud262AI Machine Learning Data Sets:

Data for AI:

Datacatalogs.org

Data.un.org

www.data.gov

europeandataportal.eu/en

Kaggle.com/datasets

Datasetsearch.research.google.com

Community Data License Agreement:

Cdla.io

AWS Data Exchange marketplace

Data Access Exchange: DAX: https://developer.ibm.com/exchanges/data/
Has data notebooks

Model Exchanges
Model zoos: Pytorch, TensorFlow, Keras, ONYX

MAX – Model Asset Exchange

https://developer.ibm.com/exchanges/models

When I presented the webinar, there were questions about Project Management and AI. I referred people to my previous webinar on "Project Management and Artificial Intelligence" and my blog post on "Project Management and Artificial Intelligence"

4. Use / Apply

Alexa Skills:

Alexa has "Skill Blueprints" that can be set up fairly easily. For example, here is the Q&A skill blueprint you can use to have Alexa answer your questions with answers you want. More information in this article by CNBC "How to get Alexa to answer certain questions exactly how you want it to" Updated Thu, Apr 19 2018 by Todd Haselton @robotodd

Learn to program a skill (like an app) for Alexa: "What is the Alexa Skills Kit?"

Compete for good with AI: Kaggle Competitions include some benevolent uses of AI

"How to build a chatbot for your school in less than an hour" by Brooke Gleason on 08 APR 2020

AI Gaming - Competitions at programming bots to win games with bitcoin as the prize https://www.aigaming.com/