Difference between revisions of "The Square/AI & ML"
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What is Artificial Intelligence & Machine Learning?
Artificial Intelligence & Machine Learning Practices & Skills
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|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. | |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. | ||
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| − | | | + | |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. |
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| 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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! style="background: grey; color: white; " | Notes | ! style="background: grey; color: white; " | Notes | ||
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| − | | | + | |Online course|| Data Science Primer (Chapter 3: Data Cleaning) || Elite Data Science || https://elitedatascience.com/data-cleaning || |
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| 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? | ||
Revision as of 19:07, 4 December 2018
| 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 | |
| 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? |
| 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. |
| Expert, video, article, course, etc. | Name/Title | Organization | Contact/Link | Anything to add? |
| 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? |
| 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? |
| 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? |
