SCP8082660 - MACHINE LEARNING 2022-2023

Schema della sezione

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

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

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  • Seleziona attività Announcements

    

    Announcements Forum
  • Seleziona attività Course Syllabus

    

    Course Syllabus URL
  • Seleziona attività Discussion Forum & Activities

    

    Discussion Forum & Activities
• Seleziona sezione OCTOBER 3RD - OCTOBER 9TH

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  OCTOBER 3RD - OCTOBER 9TH

  • Seleziona attività Lecture 01 - Course Introduction (Mon 03/10/22)

    

    Lecture 01 - Course Introduction (Mon 03/10/22) File
  • Seleziona attività Lecture 01 - Video Recording

    

    Lecture 01 - Video Recording URL
  • Seleziona attività Lecture 02 - Math Intro (Wed 05/10/22)

    

    Lecture 02 - Math Intro (Wed 05/10/22) File
  • Seleziona attività Lecture 02 - Video Recording

    

    Lecture 02 - Video Recording URL
• Seleziona sezione OCTOBER 10th - OCTOBER 16th

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  OCTOBER 10th - OCTOBER 16th

  • Seleziona attività Lecture 03 - Supervised Learning (Mon 10/10/22)

    

    Lecture 03 - Supervised Learning (Mon 10/10/22) File
  • Seleziona attività Lecture 03 - Video Recording

    

    Lecture 03 - Video Recording URL
  • Seleziona attività Lecture 04 - PAC, generalization, and SRM (Wed 12/10/22)

    

    Lecture 04 - PAC, generalization, and SRM (Wed 12/10/22) File
  • Seleziona attività Lecture 04 - Video Recording

    

    Lecture 04 - Video Recording URL
• Seleziona sezione OCTOBER 17th - OCTOBER 23rd

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  OCTOBER 17th - OCTOBER 23rd

  • Seleziona attività Lecture 05 - Decision Trees I (Mon 17/10/22)

    

    Lecture 05 - Decision Trees I (Mon 17/10/22) File
  • Seleziona attività Lecture 05 - Video Recording

    

    Lecture 05 - Video Recording URL
  • Seleziona attività Lecture 06 - Decision Trees II (Wed 19/10/22)

    

    Lecture 06 - Decision Trees II (Wed 19/10/22) File
  • Seleziona attività Lecture 06 - Video Recording [no audio]

    

    Lecture 06 - Video Recording [no audio] URL
  • Seleziona attività Lecture 06 - Video Recording (a.y. 2021/22)

    

    Lecture 06 - Video Recording (a.y. 2021/22) URL
• Seleziona sezione OCTOBER 24th - OCTOBER 30th

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  OCTOBER 24th - OCTOBER 30th

  • Seleziona attività Lecture 07 - Neural Networks I (Mon 24/10/22)

    

    Lecture 07 - Neural Networks I (Mon 24/10/22) File
  • Seleziona attività Lecture 07 - Video Recording

    

    Lecture 07 - Video Recording URL
  • Seleziona attività Lecture 08 - Gradient Descent Algorithm (Wed 26/10/22)

    

    Lecture 08 - Gradient Descent Algorithm (Wed 26/10/22) File
  • Seleziona attività Lecture 08 - Neural Networks II (Wed 26/10/22)

    

    Lecture 08 - Neural Networks II (Wed 26/10/22) File
  • Seleziona attività Lecture 08 - Video Recording

    

    Lecture 08 - Video Recording URL
• Seleziona sezione OCTOBER 31TH - NOVEMBER 6TH

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  OCTOBER 31TH - NOVEMBER 6TH

  • Seleziona attività Lecture 09 - Neural Networks III (Wed 02/11/22)

    

    Lecture 09 - Neural Networks III (Wed 02/11/22) File
  • Seleziona attività Lecture 09 - Video Recording

    

    Lecture 09 - Video Recording URL
• Seleziona sezione NOVEMBER 7th - NOVEMBER 13th

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  NOVEMBER 7th - NOVEMBER 13th

  • Seleziona attività Lab 01 - Scientific Python tools - Notebook (Mon 07.11.22)

    

    Lab 01 - Scientific Python tools - Notebook (Mon 07.11.22) File
  • Seleziona attività Lecture 10/11 - Linear Models and SVM (Wed 09.11.22, Mon 14.11.12)

    

    Lecture 10/11 - Linear Models and SVM (Wed 09.11.22, Mon 14.11.12) File
  • Seleziona attività Lecture 10 - Video Recording

    

    Lecture 10 - Video Recording URL
• Seleziona sezione NOVEMBER 14th - NOVEMBER 20th

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  NOVEMBER 14th - NOVEMBER 20th

  • Seleziona attività Lecture 11 - Video Recording

    

    Lecture 11 - Video Recording URL
  • Seleziona attività Lecture 12 - Preprocessing (Wed 16.11.22)

    

    Lecture 12 - Preprocessing (Wed 16.11.22) File
  • Seleziona attività Lecture 12 - Video Recording

    

    Lecture 12 - Video Recording URL
• Seleziona sezione NOVEMBER 21st - NOVEMBER 27th

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  NOVEMBER 21st - NOVEMBER 27th

  • Seleziona attività Lecture 13 - Model Selection (Mon 21.11.22)

    

    Lecture 13 - Model Selection (Mon 21.11.22) File
  • Seleziona attività Lecture 13 - Video Recording

    

    Lecture 13 - Video Recording URL
  • Seleziona attività Lecture 14 - Representation Learning (Wed 23.11.22)

    

    Lecture 14 - Representation Learning (Wed 23.11.22) File
  • Seleziona attività Lecture 14 - Video Recording

    

    Lecture 14 - Video Recording URL
• Seleziona sezione NOVEMBER 28th - DECEMBER 4th

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  NOVEMBER 28th - DECEMBER 4th

  • Seleziona attività Lab 02 - Classification - Notebook (Mon 28.11.22)

    

    Lab 02 - Classification - Notebook (Mon 28.11.22) File
  • Seleziona attività Lecture 15 - Bayesian Learning (Wed 30.11.22)

    

    Lecture 15 - Bayesian Learning (Wed 30.11.22) File
  • Seleziona attività Lecture 15 - Video Recording

    

    Lecture 15 - Video Recording URL
• Seleziona sezione DECEMBER 5TH - DECEMBER 11th

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  DECEMBER 5TH - DECEMBER 11th

  • Seleziona attività Lecture 16 - Bayesian Learning II (Mon 05.12.22)

    

    Lecture 16 - Bayesian Learning II (Mon 05.12.22) File
  • Seleziona attività Lecture 16 - Video Recording

    

    Lecture 16 - Video Recording URL
  • Seleziona attività Lecture 17 - Ensemble Learning (Wed 07.12.22)

    

    Lecture 17 - Ensemble Learning (Wed 07.12.22) File
  • Seleziona attività Lecture 17 - Video Recording

    

    Lecture 17 - Video Recording URL
• Seleziona sezione DECEMBER 12th - DECEMBER 18th

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  DECEMBER 12th - DECEMBER 18th

  • Seleziona attività Lecture 18 - Clustering (Mon 12.12.22)

    

    Lecture 18 - Clustering (Mon 12.12.22) File
  • Seleziona attività Lecture 18 - Video Recording

    

    Lecture 18 - Video Recording URL
  • Seleziona attività Lab 03 - Clustering - Notebook (Wed 14.12.22)

    

    Lab 03 - Clustering - Notebook (Wed 14.12.22) File
• Seleziona sezione DECEMBER 19th - DECEMBER 25th

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  DECEMBER 19th - DECEMBER 25th

  • Seleziona attività Lecture 19 - Recommender Systems I (Mon 19.12.22)

    

    Lecture 19 - Recommender Systems I (Mon 19.12.22) File
  • Seleziona attività Lecture 19 - Video Recording

    

    Lecture 19 - Video Recording URL
  • Seleziona attività Lecture 20 - Recommender Systems II (21.12.22)

    

    Lecture 20 - Recommender Systems II (21.12.22) File
  • Seleziona attività Lecture 20 - Video Recording

    

    Lecture 20 - Video Recording URL