Schedule
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EventDateDescriptionCourse Material
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Lecture02/13/2023
MondayIntroduction[Slides]Suggested Readings:
- Lab
- HMST Chapter 1 and Chapter 2
- ML Project check list
- NumPy tutorial
- Colab tutorial
- Kaggle tutorial
- Video for NumPy
- Video for Colab/Kaggle
- [Recorded video]
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Lecture02/20/2023
MondayFraming the problem and constructing the dataset[Slides]Suggested Readings:
- Lab
- HMST Chapter 1
- Data-centric AI
- Snorkel
- CROWDLAB
- [Recorded video]
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Lecture02/27/2023
MondayNO CLASS (228 Peace Memorial Day) -
Lecture03/06/2023
MondayDatabase and Data Wrangling[Slides]Suggested Readings:
- Lab
- HMST Chapter 1
- SQL cheatsheet
- Pandas cheatsheet
- [Recorded video]
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Assignment03/06/2023
MondayAssignment #1 released! -
Assignment03/12/2023
SundayMidterm Project released! -
Lecture03/13/2023
MondayData cleaning and feature engineering[Slides]Suggested Readings:
-
Lecture03/20/2023
MondayFeature selection and extraction[Slides]Suggested Readings:
- Lab
- How to Choose a Feature Selection Method For Machine Learning
- HMST Chapter 8, 9
- [Recorded video]
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Due03/20/2023 23:59
MondayAssignment #1 due -
Lecture03/27/2023
MondayExplainable AI[Slides]Suggested Readings:
-
Assignment04/07/2023
FridayAssignment #2 released! -
Lecture04/10/2023
MondayModel Serving[Slides]Suggested Readings:
- Lab
- HMST Chpater 19
- [Recorded video]
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Due04/23/2023 23:59
SundayMidterm Project due -
Lecture04/24/2023
MondayThe deep learning journey[Slides]Suggested Readings:
- Lab_tf
- Lab_torch
- NN Playground
- HMST Chpater 10, 11
- [Recorded video]
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Due04/30/2023 23:59
SundayAssignment #2 due -
Lecture05/01/2023
MondayImage processing with Convolutional Neural Networks[Slides]Suggested Readings:
- Lab_tf
- Lab_pytorch
- CNN explainer
- Image kernels
- HMST Chpater 14
- [Recorded video]
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Assignment05/01/2023
MondayFinal Project released! -
Lecture05/08/2023
MondaySequence processing using Recurrent Neural Network[Slides]Suggested Readings:
- Lab
- AttentionViz
- BertViz
- HMST Chpater 15, 16
- [Recorded video]
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Assignment05/08/2023
MondayAssignment #3 released! -
Lecture05/15/2023
MondayTransfer learning and self-supervised learning[Slides]Suggested Readings:
- Lab
- HMST Chpater 11, 14
- [Recorded video]
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Exam05/15/2023 11:40
MondayStudent Evaluation questionnaire[Notice] -
Lecture05/22/2023
MondayRepresentation and generative learning[Slides]Suggested Readings:
- Lab
- HMST Chpater 17
- GAN Lab
- Difussion Explainer
- [Recorded video]
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Due05/22/2023 23:59
MondayAssignment #3 due -
Assignment05/23/2023
TuesdayAssignment #4 released! -
Lecture05/29/2023
MondayHyperparamter search and experiment management[Slides]Suggested Readings:
- Lab
- HMST Chpater 19
- Exploring Bayesian Optimization
- [Recorded video]
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Due06/04/2023 23:59
SundayFinal Project due -
Due06/11/2023 23:59
SundayAssignment #4 due