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jonhare authored Feb 5, 2024
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Expand Up @@ -44,7 +44,7 @@ The current working timetable/plan is below, and illustrates the topics we inten
| 1 | 29-Jan | 02/1085 | Lecture: Differentiable Programming: How does pre-university calculus relate to AI and the future of computer programming? | [diffprog-handouts.pdf](handouts/diffprog-handouts.pdf) | [Chapter 1 of Jon's unfinished book](handouts/Differentiable_Programming.pdf) | [Panopto link](https://southampton.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=c6723df0-9e28-4a56-ac4a-b10600f73f1a) |
| | 31-Jan | 46/2005 | Lecture: Introduction to the module, coursework, labs & quizzes. | [intro-handouts.pdf](handouts/intro-handouts.pdf) | | [Panopto link](https://southampton.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=0323ca13-6eb1-48b6-8b1b-b10800944eec) |
| | 02-Feb | 27/2001 | Lecture: Review of fundamentals | [mlreview-handouts.pdf](handouts/mlreview-handouts.pdf) | [CH 3 of Michael Nielsen's Book](http://neuralnetworksanddeeplearning.com/chap3.html) | [Panopto link](https://southampton.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=d6a12837-29a5-4fb0-a423-b10a00a49b58); [Extra info on tensors](https://southampton.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=945d2103-bb30-471a-a068-af9e01371018)|
| 2 | 05-Feb | 02/1085 | Lecture: The Power of Differentiation | [differentiate-handouts.pdf](handouts/differentiate-handouts.pdf) | [Chapter 3 of Jon's unfinished book](handouts/Differentiable_Programming.pdf) | [Panopto Link]() |
| 2 | 05-Feb | 02/1085 | Lecture: The Power of Differentiation | [differentiate-handouts.pdf](handouts/differentiate-handouts.pdf) | [Chapter 3 of Jon's unfinished book](handouts/Differentiable_Programming.pdf) | [Panopto Link](https://southampton.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=99ab11de-f2f5-4259-8bcf-b10d010d5aec) |
| | 07-Feb | 46/2005 | Lecture: Automatic Differentiation | [autograd-handouts.pdf](handouts/autograd-handouts.pdf) | [Automatic differentiation in PyTorch](https://openreview.net/pdf?id=BJJsrmfCZ) | [Panopto Link]() |
| | 09-Feb | 27/2001 | Lecture: Backpropagation | [backprop-handouts.pdf](handouts/backprop-handouts.pdf) | [Learning representations by back-propagating errors](handouts/nature_article.pdf) | [Panopto link]() |
| 3 | 12-Feb | 02/1085 | Lecture: Optimisation | [optimisation-handouts.pdf](handouts/optimisation-handouts.pdf) | [Adam: A Method for Stochastic Optimization](https://arxiv.org/abs/1412.6980) | [Panopto link]() |
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