SCP8082660 - MACHINE LEARNING 2022-2023

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• SCP8082660 - MACHINE LEARNING 2022-2023 - PROF. FABIO AIOLLI

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    Announcements Forum
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    Course Syllabus URL
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    Discussion Forum & Activities

• OCTOBER 3RD - OCTOBER 9TH
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    Lecture 01 - Course Introduction (Mon 03/10/22) File
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    Lecture 01 - Video Recording URL
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    Lecture 02 - Math Intro (Wed 05/10/22) File
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    Lecture 02 - Video Recording URL

• OCTOBER 10th - OCTOBER 16th
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    Lecture 03 - Supervised Learning (Mon 10/10/22) File
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    Lecture 03 - Video Recording URL
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    Lecture 04 - PAC, generalization, and SRM (Wed 12/10/22) File
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    Lecture 04 - Video Recording URL

• OCTOBER 17th - OCTOBER 23rd
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    Lecture 05 - Decision Trees I (Mon 17/10/22) File
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    Lecture 05 - Video Recording URL
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    Lecture 06 - Decision Trees II (Wed 19/10/22) File
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    Lecture 06 - Video Recording [no audio] URL
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    Lecture 06 - Video Recording (a.y. 2021/22) URL

• OCTOBER 24th - OCTOBER 30th
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    Lecture 07 - Neural Networks I (Mon 24/10/22) File
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    Lecture 07 - Video Recording URL
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    Lecture 08 - Gradient Descent Algorithm (Wed 26/10/22) File
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    Lecture 08 - Neural Networks II (Wed 26/10/22) File
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    Lecture 08 - Video Recording URL

• OCTOBER 31TH - NOVEMBER 6TH
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    Lecture 09 - Neural Networks III (Wed 02/11/22) File
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    Lecture 09 - Video Recording URL

• NOVEMBER 7th - NOVEMBER 13th
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    Lab 01 - Scientific Python tools - Notebook (Mon 07.11.22) File
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    Lecture 10/11 - Linear Models and SVM (Wed 09.11.22, Mon 14.11.12) File
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    Lecture 10 - Video Recording URL

• NOVEMBER 14th - NOVEMBER 20th
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    Lecture 11 - Video Recording URL
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    Lecture 12 - Preprocessing (Wed 16.11.22) File
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    Lecture 12 - Video Recording URL

• NOVEMBER 21st - NOVEMBER 27th
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    Lecture 13 - Model Selection (Mon 21.11.22) File
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    Lecture 13 - Video Recording URL
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    Lecture 14 - Representation Learning (Wed 23.11.22) File
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    Lecture 14 - Video Recording URL

• NOVEMBER 28th - DECEMBER 4th
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    Lab 02 - Classification - Notebook (Mon 28.11.22) File
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    Lecture 15 - Bayesian Learning (Wed 30.11.22) File
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    Lecture 15 - Video Recording URL

• DECEMBER 5TH - DECEMBER 11th
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    Lecture 16 - Bayesian Learning II (Mon 05.12.22) File
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    Lecture 16 - Video Recording URL
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    Lecture 17 - Ensemble Learning (Wed 07.12.22) File
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    Lecture 17 - Video Recording URL

• DECEMBER 12th - DECEMBER 18th
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    Lecture 18 - Clustering (Mon 12.12.22) File
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    Lecture 18 - Video Recording URL
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    Lab 03 - Clustering - Notebook (Wed 14.12.22) File

• DECEMBER 19th - DECEMBER 25th
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    Lecture 19 - Recommender Systems I (Mon 19.12.22) File
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    Lecture 19 - Video Recording URL
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    Lecture 20 - Recommender Systems II (21.12.22) File
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    Lecture 20 - Video Recording URL