News:
09/10: Thursday OH poll is on piazza.
09/05: Piazza sign-up link.
Date | Topic | Readings | Notes |
---|---|---|---|
Aug 27 (Mon) [Lec 01] |
Course introduction, class logistics | ||
Aug 29 (Wed) [Lec 02] |
Probability review - 1
|
AoS 1.1 - 1.6 MHB 3.1 - 3.5 |
|
Sep 03 (Mon) | Labor Day observed | No class | |
Sep 05 (Wed) [Lec 03] |
Probability review - 2
|
AoS 1.7 MHB 3.6, 3.10 - 3.11 |
assignment 1 out |
Sep 10 (Mon) [Lec 04] |
Random variables - 1: Overview and Discrete RVs
|
AoS 2.1 - 2.4 MHB 3.7 - 3.9, 3.14.1 |
|
Sep 12 (Wed) [Lec 05] |
Random variables - 2: Continuous RVs
|
AoS 2.7 MHB 3.14.1, 3.10, 3.13 |
Python scripts: draw_Bernoulli, draw_Binomial, draw_Geometric |
Sep 17 (Mon) [Lec 06] |
Random variables - 3: The Normal distribution
|
AoS 2.7 MHB 3.14.1, 3.10, 3.13 |
Python scripts: draw_Uniform, draw_Exponential, draw_Normal |
Sep 19 (Wed) [Lec 07] |
Random variables - 4: Joint distributions & conditioning
|
AoS 2.8 MHB 3.11 - 3.12, 3.15 |
assignment 2 out assignment 1 due |
Sep 24 (Mon) [Lec 08] |
Probability inequalities
|
AoS 4.1 - 4.2, 23.1 - 23.3 MHB 3.14.2, 8.1 - 8.7 |
|
Sep 26 (Wed) [Lec 09] |
Markov chains
|
AoS 4.1 - 4.2, 23.1 - 23.3 MHB 3.14.2, 8.1 - 8.7 |
|
Oct 01 (Mon) [Lec 10] |
Non-parametric inference - 1
|
AoS 6.1 - 6.2, 6.3.1 |
Python scripts: sample_Bernoulli, sample_Binomial, sample_Geometric, sample_Uniform, sample_Exponential, sample_Normal |
Oct 03 (Wed) [Lec 11] |
Non-parametric inference - 2
|
AoS 7.1 - 7.2 | assignment 2 due |
Oct 08 (Mon) | Fall break | No class | |
Oct 10 (Wed) | Mid-term 1 | This will be in-class, closed notes, closed book. | |
Oct 15 (Mon) [Lec 12] |
Confidence intervals
|
AoS 6.3.2, 7.1 |
assignment 3 out Required data q8.dat |
Oct 17 (Wed) [Lec 13] |
Parametric inference - 1
|
AoS 6.3.1 - 6.3.2 | |
Oct 22 (Mon) [Lec 14] |
Parametric inference - 2
|
AoS 9.1 - 9.4, 9.6 | |
Oct 24 (Wed) | Instructor traveling | No class | |
Oct 29 (Mon) [Lec 15] |
Hypothesis testing - 1
|
AoS 10 - 10.1 DSD 5.3.1 |
assignment 4 out Required data: q5_sigma3.dat, q5_sigma100.dat, q7_X.dat, q7_Y.dat |
Oct 31 (Wed) [Lec 16] |
Hypothesis testing - 2
|
AoS 10.10.2, 15.4 DSD 5.3.2 |
assignment 3 due |
Nov 05 (Mon) [Lec 17] |
Hypothesis testing - 3
|
AoS 10.2, 10.5
DSD 5.3.3, 5.5 |
|
Nov 07 (Wed) [Lec 18] |
Bayesian inference
|
AoS 11.1 - 11.2, 11.6
DSD 5.6 |
|
Nov 12 (Mon) [Lec 19] |
Regression - 1
|
AoS 13.1, 13.3 - 13.4
DSD 9.1 |
assignment 4 due
assignment 5 out Required data A5_q2.dat, A5_q5.dat, A5_q6.dat. |
Nov 14 (Wed) [Lec 20] |
Regression - 2, Mini-project discussion
|
AoS 13.5
DSD 9.1 |
assignment 6 out due Dec 7th, 1pm (to Amogha, NCS 336) |
Nov 19 (Mon) | Mid-term 2 | This will be in-class, closed notes, closed book. | |
Nov 21 (Wed) | Thanksgiving break | No class | |
Nov 26 (Mon) [Lec 21] |
Time Series Analysis
|
||
Nov 28 (Wed) [Lec 22] |
Mini-project discussion (finalize hypothesis) | assignment 5 due |