**Mon, Jan 15**: Everyone! I came across an short but interesting article published by Stanford's Center for Human-Centered Artificial Intelligence, where seven HAI faculty share their predictions about AI will transform our lives in the coming year. Happy reading!

Week 7

Topic

Materials

Assignments

Optional Readings

Week 7

Mon, Feb 19

PSet 4 In (Tue)

Week 1

Fri, Jan 12

Lecture 3: Axioms of Probability

Week 2

Mon, Jan 15

Wed, Jan 17

Lecture 4: Conditional Probability and Bayes Rule

Week 3

Mon, Jan 22

Lecture 6: Random Variables and Expectation

Wed, Jan 24

Lecture 7: Variance, Bernoulli, Binomial

Week 4

Mon, Jan 29

Lecture 9: Continuous Random Variables

PSet 2 In

Ross: Ch 5.1-5.3, 5.5

Piech: Continuous RVs

Piech: Continuous RVs

Fri, Feb 02

Lecture 11: Joint Distributions

Week 5

Mon, Feb 05

Lecture 12: Independent Random Variables

Ross: Ch 6.2-6.3,

Piech: Adding Random Variables

Piech: Adding Random Variables

Fri, Feb 09

Lecture 14: Conditional Expectation

Ross: Ch 7.1-7.2,

Piech:*No assigned reading*

Piech:

Week 6

Mon, Feb 12

Lecture 15: General Inference

Wed, Feb 14

Lecture 16: Continuous Joint Distributions

Ross: Ch 6.1,

Piech: Continuous Joint Distributions

Piech: Continuous Joint Distributions

Fri, Feb 16

Lecture 17: Continuous Joint Distributions II

Ross: Ch 7.3-7.4,

Piech:*no assigned reading*

Piech:

Week 7

Mon, Feb 19

PSet 4 In (Tue)

Week 8

Mon, Feb 26

Lecture 20: Parameters and MLE

Thu, Feb 29

Section 7: Boostrapping and MLE

Fri, Mar 01

Lecture 22: Maximum a Posteriori

Week 9

Mon, Mar 04

Lecture 23: Naive Bayes

PSet 5 In,
PSet 6 Out

Wed, Mar 06

Lecture 24: Linear Regression, Gradient Ascent

Ross: *No assigned reading.*,

Piech:*No assigned reading.*

Piech:

Thu, Mar 07

Section 8: Parameter Estimation and Naive Bayes

Week 10

Mon, Mar 11

Lecture 26: Deep Learning

Ross: *No assigned reading.*,

Piech:*No assigned reading.*

Piech:

Wed, Mar 13

Lecture 27: Ethics in Probability and AI

PSet 6 In

Ross: *No assigned reading.*,

Piech:*No assigned reading.*

Piech:

Thu, Mar 14

Section 9: Final Exam Review

Fri, Mar 15

Note that all lectures and assignment deadlines are subject to change.

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