ASTR 8070, Spring 2022, Vanderbilt University

Astrostatistics

Stephen R. Taylor

Syllabus

Concept Map

Schedule

• Lecture 1 (01/18/2022): Introduction To Class and Initial Setup
• Lecture 2 (01/20/2022): Introduction To Probability & Statistics: I
• Lecture 3 (01/25/2022): Introduction To Probability & Statistics: II
• Lecture 4 (01/27/2022): Introduction To Probability & Statistics: III
• Lecture 5 (02/01/2022): Classical/Frequentist Statistical Inference: I
• Lecture 6 (02/03/2022): Classical/Frequentist Statistical Inference: II
• Lecture 7 (02/08/2022): Classical/Frequentist Statistical Inference: III
• Lecture 8 (02/10/2022): Bayesian Statistical Inference: I
• Lecture 9 (02/15/2022): Bayesian Statistical Inference: II
• Lecture 10 (02/17/2022): Bayesian Statistical Inference: III
• Lecture 11 (02/22/2022): Bayesian Statistical Inference: IV
• Lecture 12 (02/24/2022): Bayesian Statistical Inference: V
• Lecture 13 (03/01/2022): Data Mining & Machine Learning: Intro to Scikit-Learn
• Lecture 14 (03/03/2022): Density Estimation & Clustering
• Lecture 15 (03/15/2022): Dimensional Reduction: I
• Lecture 16 (03/17/2022): Dimensional Reduction: II
• Lecture 17 (03/22/2022): Regression: I
• Lecture 18 (03/24/2022): Regression: II
• Lecture 19 (03/29/2022): Classification: I
• Lecture 20 (03/31/2022): Classification: II
• Lecture 21 (04/05/2022): Deep Learning: I
• Lecture 22 (04/07/2022): Deep Learning: II
• Lecture 23 (04/14/2022): Time Series Analysis: I
• Lecture 24 (04/19/2022): Time Series Analysis: II

Lecture Notes

• Lecture 1 (01/18/2022)
• Lecture 2 (01/20/2022)
• Lecture 3 (01/25/2022)
• Lecture 4 (01/27/2022)
• Lecture 5 (02/01/2022)
• Lecture 6 (02/03/2022)
• Lecture 7 (02/08/2022)
• Lecture 8 (02/10/2022)
• Lecture 9 (02/15/2022)
• Lecture 10 (02/17/2022)
• Lecture 11 (02/22/2022)
• Lecture 12 (02/24/2022)
• Lecture 13 (03/01/2022)
• Lecture 14 (03/03/2022)
• Lecture 15 (03/15/2022)
• Lecture 16 (03/17/2022)
• Lecture 17 (03/22/2022)
• Lecture 18 (03/24/2022)
• Lecture 19 (03/29/2022)
• Lecture 20 (03/31/2022)
• Lecture 21 (04/05/2022)
• Lecture 22 (04/07/2022)
• Lecture 23 (04/14/2022)
• Lecture 24 (04/19/2022)

Assignments

• Homework 1 (due 01/22/2022 @ 11.59pm CST) vu_astr8070_s22_hw1.ipynb
• Homework 2 (due 02/05/2022 @ 11.59pm CST) vu_astr8070_s22_hw2.ipynb
• Homework 3 (due 02/12/2022 @ 11.59pm CST) vu_astr8070_s22_hw3.ipynb
• Homework 4 (due 02/26/2022 @ 11.59pm CST) vu_astr8070_s22_hw4.ipynb
• Homework 5 (due 03/05/2022 @ 11.59pm CST) vu_astr8070_s22_hw5.ipynb
• Homework 6 (due 03/26/2022 @ 11.59pm CDT) vu_astr8070_s22_hw6.ipynb
• Homework 7 (due 04/02/2022 @ 11.59pm CDT) vu_astr8070_s22_hw7.ipynb
• Homework 8 (due 04/09/2022 @ 11.59pm CDT) vu_astr8070_s22_hw8.ipynb
• Homework 9 (due 04/16/2022 @ 11.59pm CDT) vu_astr8070_s22_hw9.ipynb