Theoretical Foundations of Data Science I
DSC 40A, Summer Session 1 2024 at UC San Diego 👋
Summer I 2024
WLH 2114
TUE & THUR 2:00PM - 4:50PM
- 🧑🏫 Tue Jul 2
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MISC Sign Up for EdStem (class discussion board)
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SUR Welcome Survey
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LEC 1 Introduction to Modeling (LIVE)
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MISC Assign study groups
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HW Homework 0 (not due!)
problems template solutions
- 🏠 Tue Jul 2
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LEC 2 Empirical Risk Minimization
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LEC 3 Comparing Loss Functions
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LEC 4 Simple Linear Regression
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HW Homework 1 Released
- 🧑🏫 Wed Jul 3
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DISC Groupwork 1 (Discussion Section)
- 🏠 Thu Jul 4
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NOCLS 🇺🇸🦅📜🔔 Happy 4th of July!
- 🏠 Sun Jul 7
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LEC 5 Simple Linear Regression, Continued
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LEC 6 Dot Products and Projections
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LEC 7 Orthogonal Projections
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LEC 8 Regression and Linear Algebra
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HW Homework 2 Released
- 🧑🏫 Tue Jul 9
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DEMO Demo 1
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HOPS Hands-On Problem Solving 1
- 🧑🏫 Wed Jul 10
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DISC Groupwork 2 (Discussion Section)
- 🧑🏫 Wed Jul 10
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HOPS Hands-On Problem Solving 2
- 🏠 Sun Jul 21
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LEC 12 Foundations of Probability
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LEC 13 Combinatorics
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LEC 14 More Combinatorics Examples
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LEC 15 Bayes' Theorem and Independence
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HW Homework 4 Released
- 🧑🏫 Tue Jul 23
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EXAM Discuss Midterm Solutions
- 🧑🏫 Wed Jul 24
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HOPS Hands-On Problem Solving 3
- 🧑🏫 Thu Jul 25
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HOPS Hands-On Problem Solving 4
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DEMO Demo 3
- 🏠 Sun Jul 28
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LEC 16 Independence and Conditional Independence
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LEC 17 Naïve Bayes
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LEC 18 More Naïve Bayes, Review
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- 🧑🏫 Tue Jul 30
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DEMO Demo 4
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HOPS Hands-On Problem Solving 5
- 🧑🏫 Wed Jul 31
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DISC Groupwork 4 (Discussion Section)
- 🧑🏫 Thu Aug 1
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LEC 19 Conclusion
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REVW Final Review
- 🧑🏫 Sat Aug 3
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EXAM Final Exam
