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<div style="line-height: 1.5em; font-size: 200%; font-family:'Helvetica Neue', 'Lucida Grande', Tahoma, Verdana, sans-serif;">&nbsp;<center>What is '''Artificial Intelligence & Machine Learning?'''</center></div>
<br>
<div style="line-height: 1.5em; font-size: 175%; font-family:'Helvetica Neue', 'Lucida Grande', Tahoma, Verdana, sans-serif;">&nbsp;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.</div>
<br>
<center>[[File:AI & ML EN.png|700px]]</center>
<div style="line-height: 1.5em; font-size: 200%; font-family:'Helvetica Neue', 'Lucida Grande', Tahoma, Verdana, sans-serif;">&nbsp;<center>'''Artificial Intelligence & Machine Learning Practices'''</center></div>

{| class="wikitable sortable mw-collapsible mw-collapsed" style="color:black; background-color:white; width:100%;"
|+ class="nowrap" | 1. Content modeling
|-
! colspan="5" |
|-
! style="background: grey; color: white; " | Type of Resource
! style="background: grey; color: white; " | Name/Title of Resource
! style="background: grey; color: white; " | Organization
! style="background: grey; color: white; " | Contact/Link
! style="background: grey; color: white; " | 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?
|}

{| class="wikitable sortable mw-collapsible mw-collapsed" style="color:black; background-color:white; width:100%;"
|+ class="nowrap" | 2. Data collection
|-
! colspan="5" |
|-
! style="background: grey; color: white; " | Type of Resource
! style="background: grey; color: white; " | Name/Title of Resource
! style="background: grey; color: white; " | Organization
! style="background: grey; color: white; " | Contact/Link
! style="background: grey; color: white; " | 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?
|}

{| class="wikitable sortable mw-collapsible mw-collapsed" style="color:black; background-color:white; width:100%;"
|+ class="nowrap" | 3. Data mining
|-
! colspan="5" |
|-
! style="background: grey; color: white; " | Type of Resource
! style="background: grey; color: white; " | Name/Title of Resource
! style="background: grey; color: white; " | Organization
! style="background: grey; color: white; " | Contact/Link
! style="background: grey; color: white; " | 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
|}

{| class="wikitable sortable mw-collapsible mw-collapsed" style="color:black; background-color:white; width:100%;"
|+ class="nowrap" | 4. Data preparation
|-
! colspan="5" |
|-
! style="background: grey; color: white; " | Type of Resource
! style="background: grey; color: white; " | Name/Title of Resource
! style="background: grey; color: white; " | Organization
! style="background: grey; color: white; " | Contact/Link
! style="background: grey; color: white; " | 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?
|}

{| class="wikitable sortable mw-collapsible mw-collapsed" style="color:black; background-color:white; width:100%;"
|+ class="nowrap" | 5. Data analysis
|-
! colspan="5" |
|-
! style="background: grey; color: white; " | Type of Resource
! style="background: grey; color: white; " | Name/Title of Resource
! style="background: grey; color: white; " | Organization
! style="background: grey; color: white; " | Contact/Link
! style="background: grey; color: white; " | Notes
|-
| Video || Neural Networks Explained || LearnCode.academy || https://www.youtube.com/watch?v=GvQwE2OhL8I || 12-minute video. Well-paced with examples.
|-
| 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?
|}

{| class="wikitable sortable mw-collapsible mw-collapsed" style="color:black; background-color:white; width:100%;"
|+ class="nowrap" | 6. Statistics
|-
! colspan="5" |
|-
! style="background: grey; color: white; " | Type of Resource
! style="background: grey; color: white; " | Name/Title of Resource
! style="background: grey; color: white; " | Organization
! style="background: grey; color: white; " | Contact/Link
! style="background: grey; color: white; " | 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?
|}

{| class="wikitable sortable mw-collapsible mw-collapsed" style="color:black; background-color:white; width:100%;"
|+ class="nowrap" | 7. Programming
|-
! colspan="5" |
|-
! style="background: grey; color: white; " | Type of Resource
! style="background: grey; color: white; " | Name/Title of Resource
! style="background: grey; color: white; " | Organization
! style="background: grey; color: white; " | Contact/Link
! style="background: grey; color: white; " | 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?
|}

{| class="wikitable sortable mw-collapsible mw-collapsed" style="color:black; background-color:white; width:100%;"
|+ class="nowrap" | 8. Algorithm design
|-
! colspan="5" |
|-
! style="background: grey; color: white; " | Type of Resource
! style="background: grey; color: white; " | Name/Title of Resource
! style="background: grey; color: white; " | Organization
! style="background: grey; color: white; " | Contact/Link
! style="background: grey; color: white; " | 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?
|}