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The Square/AI & ML

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Revision as of 13:24, 7 May 2019 by Paul.delannoy (talk | contribs) (Added a course on supervised and unsupervised machine learning.)
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About Contact GCcollab


 
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.


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Artificial Intelligence & Machine Learning Practices
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.
Online course Data Science: Machine Learning HarvardX https://www.edx.org/course/data-science-machine-learning Free to audit, $50 USD for certification.
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
Event March 6, 2019: Governing AI: Roles for Industry, Research, and Government Institute on Governance (IOG)'s Policy Crunch Series https://iog.ca/events/series/policycrunch/ Free event. Part of IOG's Policy Crunch Series.
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
Article Five Government-Ready AI Use Cases Accenture https://www.accenture.com/us-en/insights/us-federal-government/five-government-ready-ai-use-cases Research completed in U.S. Government context.
Online course Machine Learning Use Case: Call Centre Amazon Web Services https://aws.amazon.com/training/course-descriptions/machine-learning/ 40 minute self-paced course.
Presentation slides Transforming Healthcare with AI FWD50 Conference 2018 https://www.slideshare.net/FWD50/fwd50-2018-transforming-healthcare-with-ai Presented by Anjali Agrawal, IBM Watson Health
4. Processes & Tools
Data collection, cleaning, visualizations, etc.
Type of Resource Name/Title Organization Contact/Link Notes
Online course Data Science Primer (Chapter 3: Data Cleaning) Elite Data Science https://elitedatascience.com/data-cleaning
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. Types of Learning
Neural networks, reinforcement learning, supervised vs. unsupervised, etc.
Type of Resource Name/Title Organization Contact/Link Notes
Video Neural Networks Explained LearnCode.academy https://www.youtube.com/watch?v=GvQwE2OhL8I 12-minute video. Well-paced with examples.
Course Machine Learning (supervised/unsupervised) edX https://www.edx.org/course/principles-of-machine-learning-python-edition-2 Learn about data preparation, feature selection and machine learning algorithms.
Expert, video, article, course, etc. Name/Title Organization Contact/Link Anything to add?
6. Advanced Analysis
Big data, deep learning, social network analysis, 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?
7. Content Modelling
Structuring content for re-use, content strategy, 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?
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