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News forum
Syllabus for CSC357 Advanced Topics: Machine Learning
w3schools Python Tutorial (for review)
NumPy Quickstart Tutorial
Numpy cheat sheet
Data wrangling with Pandas
Scikit-Learn cheatsheet
Matplotlib cheat sheet
Keras Cheat Sheet: Neural Networks in Python
Cheat Sheets for AI, Neural Networks, Machine Learning, Deep Learning & Big Data
TensorFlow tutorials
Jupyter notebooks for Geron's "Hands-On Machine Learning with Scikit-Learn, Keras & TensorFlow"
Coursera: Machine Learning Foundations: A Case Study Approach
Scipy Lecture Notes
EconTalk podcast: Pedro Domingos on Machine Learning
Data Skeptic blog and podcasts
Linear Digressions podcasts
O'Reilly Data Show podcasts
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Week 1
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Lesson 00 (Monday, 13 January 2020) (PDF)
Lesson 01 (Monday, 13 January 2020) (PDF)
Lesson 02 (Monday, 13 January 2020) (PDF)
Lesson 03 (Tuesday, 14 January 2020) (PDF)
Lesson 04 (Tuesday, 14 January 2020) (PDF)
experiments with Chapter 2's code
Jupyter markdown
How to write mathematics in a Jupyter notebook
Lessons that you and your classmates composed
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Week 2
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Lesson 05 (Monday, 20 January 2020) (PDF)
Lesson 06 (20 January 2020) (PDF)
EconTalk: Melanie Mitchell on Artificial Intelligence (1:19:00 hour podcast)
Finding the true potential of algorithms
Lesson 07 (Thursday, 23 January 2020) (PDF)
Lesson 08 (Friday, 24 January 2020) (PDF)
Lesson 09 (Friday, 24 January 2020) (PDF)
The Royal Society's Machine Learning project
AWS re:Invent 2019 – Daphne Koller of insitro Talks About Using AWS to Transform Drug Development (14:07 minute YouTube video)
Lesson 10 (Friday, 24 January 2020) (PDF)
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Week 3
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Just for fun: links to some of Nike's advertisements
Lesson 11 (27 January 2020) (PDF)
When machine learning packs an economic punch
Using artificial intelligence to enrich digital maps
Finding a good read among billions of choices
Differences between deep neural networks and human perception
Example of the use of Graphviz (.dot file with comments)
Lesson 12 (28 January 2020) (PDF)
Lesson 13 (29 January 2020) (PDF)
Backpropagation
Backpropagation example
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Week 4
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Backpropagation algorithm
Open course index
CSC357-5 2019
General
O'Reilly Data Show podcasts
O'Reilly Data Show podcasts
Completion requirements
Click on
O'Reilly Data Show podcasts
to open the resource.
