Machine Learning for Engineers
EE-613
Course (C) and Labs (L). -- Graded labs are in bol...
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Description
Course (C) and Labs (L). -- Graded labs are in bold.
In general, labs are made available the same day as the course.
Information is up-to-date until 12.10. Missing information will be provided soon (this comment will be removed once it is finalized)
In general, labs are made available the same day as the course.
Information is up-to-date until 12.10. Missing information will be provided soon (this comment will be removed once it is finalized)
| Date | Morning | Afternoon |
| Thu. 21.09.2023 | (C) 1. ML introduction | (L) Lab "intro-to-python" + Lab "optimization" |
| Thu. 28.09.2023 | (C) 2. Bayesian 1 | (C) 3. Bayesian 2 |
| Thu. 05.10.2023 | (L) Lab "Bayesian 1" + "Bayesian 2" (due 11.10) | (L) Feedback on "python" and "optimization" and "Bayesian 1" + continuation of Lab on "Bayesian 2" |
| Thu. 12.10.2023 | (C) 4. Hidden Markov Models | (L) Lab "hmm" (due 18.10.2023) |
| Thu. 19.10.2023 | (C) 5. Dimensionality reduction | (L) Feedback : "Bayesian 2" |
| Thu. 26.10.2023 | (C) 6. Decision trees | (L) Lab "decision-trees" (due 08/11) |
| Thu. 02.11.2023 | (C) 7. Linear regression | (L) Lab "linear-regression" (due 08.11.2023) |
| Thu. 09.11.2023 | (C) 8. Nonlinear regression | (L) Lab "non-linear-regression" (due 15.11.2023) |
| Thu. 16.11.2023 | (C) 9. Kernel Methods - SVM | (L) Lab "kernel-methods" |
| Thu. 23.11.2023 | (C) 10. Tensor factorization | (L) Feedback "decision-tree" - Lab "tensor-factorization" (due 29.11.2023) |
| Thu. 30.11.2023 | (C) 11. Deep learning 1 | (L) Feedback "kernel-methods" - Lab "intro-to-pytorch" |
| Thu. 07.12.2023 | (C) 12. Deep learning 2 | (L) Feedback "intro-to-pytorch" - Lab "convnets" |
| Thu. 14.12.2023 | (C) 13. Deep learning 3 | (L) Feedback "convnet" - Lab "finetuning" (due 19.12) |
| Thu. 21.12.2023 | (C) 14. Deep learning 4 |