CSE/STAT 416

Announcements¶

Mar 25

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Introduction to the EdStem message board!

Calendar¶

Info

This is a rough sketch of the quarter and things are subject to change. We can accurately predict the past, but predicting the future is hard!

	Topic	Assessments	Learning
Week 1 - Introduction / Regression
Mon 03/29	LEC 01 Regression
Mon 03/29	LEC 01 Regression	Released HW0 Infrastructure & Intro to Python Due 9:00 pm	Released R1 Learning Reflection 1 Due 9:00 pm
Tue 03/30
Tue 03/30
Wed 03/31	LEC 02 Assessing Performance; Bias + Variance Tradeoff
Wed 03/31	LEC 02 Assessing Performance; Bias + Variance Tradeoff	Released HW1 House Prices Due 9:00 pm
Fri 04/02
Fri 04/02
Week 2 - Assessing Performance
Mon 04/05	LEC 03 Regularization: Ridge
Mon 04/05	LEC 03 Regularization: Ridge		Released R2 Learning Reflection 2 Due 9:00 pm
Tue 04/06
Tue 04/06
Wed 04/07	LEC 04 Regularization: LASSO, Feature selection
Wed 04/07	LEC 04 Regularization: LASSO, Feature selection	Released HW2 Ridge and LASSO Due 9:00 pm
Fri 04/09
Fri 04/09
Week 3 - Classification
Mon 04/12	LEC 05 Classification
Mon 04/12	LEC 05 Classification		Released R3 Learning Reflection 3 Due 9:00 pm
Tue 04/13
Tue 04/13
Wed 04/14	LEC 06 MLE / Logistic Regression
Wed 04/14	LEC 06 MLE / Logistic Regression	Released HW3 Sentiment Analysis with Logistic Regression Due 9:00 pm
Fri 04/16
Fri 04/16
Week 4 - Trees
Mon 04/19	LEC 07 Naive Bayes / Decision Trees
Mon 04/19	LEC 07 Naive Bayes / Decision Trees		Released R4 Learning Reflection 4 Due 9:00 pm
Tue 04/20
Tue 04/20
Wed 04/21	LEC 08 Ensemble Methods
Wed 04/21	LEC 08 Ensemble Methods	Released HW4 Loan Safety with Decision Trees Due 9:00 pm
Fri 04/23
Fri 04/23
Week 5 - Non-Parametric Methods
Mon 04/26	LEC 09 Precision + Recall / kNN
Mon 04/26	LEC 09 Precision + Recall / kNN		Released R5 Learning Reflection 5 Due 9:00 pm
Tue 04/27
Tue 04/27
Wed 04/28	LEC 10 Kernel Methods; Locality Sensitive Hashing
Wed 04/28	LEC 10 Kernel Methods; Locality Sensitive Hashing	Released HW5 ML Practice on Kaggle Due 9:00 pm
Fri 04/30
Fri 04/30
Week 6 - Clustering
Mon 05/03	LEC 11 Clustering
Mon 05/03	LEC 11 Clustering		Released R6 Learning Reflection 6 Due 9:00 pm
Tue 05/04
Tue 05/04
Wed 05/05	LEC 12 Hierarchical Clustering
Wed 05/05	LEC 12 Hierarchical Clustering	Released HW6 k-means with Text Data Due 9:00 pm
Fri 05/07
Fri 05/07
Week 7 - Recommender Systems
Mon 05/10	LEC 13 PCA / Recommender Systems Intro
Mon 05/10	LEC 13 PCA / Recommender Systems Intro		Released R7 Learning Reflection 7 Due 9:00 pm
Tue 05/11
Tue 05/11
Wed 05/12	LEC 14 Recommender Systems / Matrix Factorization
Wed 05/12	LEC 14 Recommender Systems / Matrix Factorization	Released HW7 PCA & Recommender Systems Due 9:00 pm
Fri 05/14
Fri 05/14
Week 8 - Deep Learning
Mon 05/17	LEC 15 Neural Networks
Mon 05/17	LEC 15 Neural Networks		Released R8 Learning Reflection 8 Due 9:00 pm
Tue 05/18
Tue 05/18
Wed 05/19	LEC 16 Deep Learning; Convolutional Neural Networks
Wed 05/19	LEC 16 Deep Learning; Convolutional Neural Networks	Released HW8 Deep Learning with PyTorch Due 9:00 pm
Fri 05/21
Fri 05/21
Week 9 - Next Steps
Mon 05/24	LEC 17 Fairness and Transparency
Mon 05/24	LEC 17 Fairness and Transparency		Released R9 Learning Reflection 9 Due 9:00 pm
Tue 05/25
Tue 05/25
Wed 05/26	LEC 18 TBD
Wed 05/26	LEC 18 TBD	Released HW9 ML in Practice Due 9:00 pm
Fri 05/28
Fri 05/28
Week 10 - Course Wrap Up
Mon 05/31	HOLIDAY Memorial Day
Mon 05/31	HOLIDAY Memorial Day		Released R10 Learning Reflection 10 Due 9:00 pm
Tue 06/01
Tue 06/01
Wed 06/02	LEC 19 Course Wrap Up; Next steps
Wed 06/02	LEC 19 Course Wrap Up; Next steps
Fri 06/04
Fri 06/04
Week 11 - Finals Week
Mon 06/07
Mon 06/07		Released EXAM Final Exam Due 8:30 am
Tue 06/08
Tue 06/08
Wed 06/09
Wed 06/09