The Square/AI & ML

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 What is Artificial Intelligence & Machine Learning?

 The theory and practice of computer systems that perform tasks that typically require human intelligence, including visual perception, speech recognition, and decision-making. This includes exposure and practical experience in developing and using algorithms to independently learn from and make predictions or decisions based on data.

 Artificial Intelligence & Machine Learning Practices & Skills

1. Definition

What is AI, ML, neural networks, etc.
Type of Resource	Name/Title	Organization	Contact/Link	Notes
Guide (in text and video formats), hands-on learning	Intro to Machine Learning	Weights & Biases	https://www.wandb.com/classes/intro/overview	All videos are 10-20 minutes long.
Expert, video, article, course, etc.	Name/Title	Organization	Contact/Link	Anything to add?
Expert, video, article, course, etc.	Name/Title	Organization	Contact/Link	Anything to add?

2. Ethics

GC ethical considerations, bias, transparency, etc.
Type of Resource	Name/Title	Organization	Contact/Link	Notes
Article	Using Artificial Intelligence in government means balancing innovation with the ethical and responsible use of emerging technologies	Government of Canada	https://open.canada.ca/en/blog/using-artificial-intelligence-government-means-balancing-innovation-ethical-and-responsible	Anything to add?
Expert, video, article, course, etc.	Name/Title	Organization	Contact/Link	Anything to add?
Expert, video, article, course, etc.	Name/Title	Organization	Contact/Link	Anything to add?

3. Use Cases

Business need, predictive analysis, cognitive automation, etc.
Type of Resource	Name/Title	Organization	Contact/Link	Notes
Expert, video, article, course, etc.	Name/Title	Organization	Contact/Link	Anything to add?
Expert, video, article, course, etc.	Name/Title	Organization	Contact/Link	Anything to add?
Expert, video, article, course, etc.	Name/Title	Organization	Contact/Link	Anything to add?

4. Processes & Tools

Data collection, cleaning, visualizations, etc.
Type of Resource	Name/Title	Organization	Contact/Link	Notes
Expert, video, article, course, etc.	Name/Title	Organization	Contact/Link	Anything to add?
Expert, video, article, course, etc.	Name/Title	Organization	Contact/Link	Anything to add?
Expert, video, article, course, etc.	Name/Title	Organization	Contact/Link	Anything to add?

5. Data Management

Data warehousing, consolidation, storage, etc.
Type of Resource	Name/Title	Organization	Contact/Link	Notes
Expert, video, article, course, etc.	Name/Title	Organization	Contact/Link	Anything to add?
Expert, video, article, course, etc.	Name/Title	Organization	Contact/Link	Anything to add?
Expert, video, article, course, etc.	Name/Title	Organization	Contact/Link	Anything to add?

6. Data Analysis

Natural language processing, programming languages, Excel, etc.
Type of Resource	Name/Title	Organization	Contact/Link	Notes
Expert, video, article, course, etc.	Name/Title	Organization	Contact/Link	Anything to add?
Expert, video, article, course, etc.	Name/Title	Organization	Contact/Link	Anything to add?
Expert, video, article, course, etc.	Name/Title	Organization	Contact/Link	Anything to add?