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The Square/AI & ML
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What is Artificial Intelligence & Machine Learning?
Artificial Intelligence & Machine Learning Practices
| About | Contact | GCcollab |
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.
| 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? |
| 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? |
| 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 |
| 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? |
| 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? |
| 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? |
| 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? |
