DAVIAN basic study (2022-S)

				CS229 2019 and Berkeley CS182
Order	Theme	Date	Presenter	Lecture	Practice	T.A.	Reading Materials	Slides	Video
1	Linear Algebra, Probabilities, ML	2022.07.02	신재요	주재걸 교수님 - Four Views of Matrix Multiplication, Linear Independence, Linear Transformation	Practice 1,2	이병근	drive link	drive link	drive link
2	Linear Algebra, Probabilities, ML	2022.07.06	임상범	주재걸 교수님 - Least Squares	Practice 3,4	이병근		drive link	drive link
3	Linear Algebra, Probabilities, ML	2022.07.09	최새미	주재걸 교수님 - Eigendecomposition, SVD	Practice 5,6	이병근	drive link	drive link	drive link
4	Linear Algebra, Probabilities, ML	2022.07.13	이용권	CS 229 lec 2 - Review of Matrix Calculus, Review of Probability	Practice 7	이병근	drive link1 drive link2	drive link	drive link
5	Linear Algebra, Probabilities, ML	2022.07.16	임상범	CS 229 lec 3 - Review of Probability and Statistics, Setting of Supervised Learning	X	이병근	drive link	drive link	drive link
6	Linear Algebra, Probabilities, ML	2022.07.20	최설아	CS 229 lec 4 - Linear Regression (Normal Equations, probabilistic interpretation), MLE	X	이관호	drive link	drive link	drive link
7	Linear Algebra, Probabilities, ML	2022.07.23	김원균	CS 229 lec 5 - Logistic Regression, Newton's Method, CS 229 lec 21 - Evaluation Metrics (F1, ROC, etc..)	X	박민호	drive link	drive link	drive link
8	Deep Learning	2022.07.27	윤정인	lec 1-2 (Introduction, ML basics 1) Discussion 1	X	이관호	X	drive link	drive link
9	Deep Learning	2022.07.30	최설아	lec 3-4 (ML basics 2, optimization) Discussion 2	hw1	이관호	Distill: momentum OpenAI: Deep double descent Mathematics for Machine Learning (p.291-p.303)	CS182 slides	drive link
10	Deep Learning	2022.08.03	신재요	lec 5-6 (Backpropogation, CNN) Discussion 3	hw1	이관호			drive link
11	Deep Learning	2022.08.06	이재성	lec 7-8(Getting neural nets to train, Computer Vision) Discussion 4	X	박민호	Weng's Blog: Overfitting in deep neural network	drive link	drive link
12	Deep Learning	2022.08.10	김현탁	lec 9 Generating images from CNN, lec 10 RNN Discussion 5	X	박민호	Baek's medium: RNN and Regularization (Dropout) Dive into Deep Learning: Bidirenctional RNN AI 꿈나무's Blog: Seq to Seq Machine Translation LittleFox's Blog: Beam Search	CS182 slides	drive link
13	Deep Learning	2022.08.13	윤정인	lec 11 Seq2Seq Discussion 6	X	이관호			drive link
14	Deep Learning	2022.08.17	김동후	lec 12 Transformers Discussion 7	hw3	이관호	HarvardNLP's Blog: Transformer		drive link
15	Deep Learning	2022.08.20	정하원	lec 13 NLP applications Discussion 8 (pretraining)	hw3	이관호			drive link
16	Deep Learning	2022.08.24	김상우	Information Theory 1~3 (Entropy, Cross-Entropy, KL Divergence) Youtube	hw2	박민호		drive link	drive link
17	Deep Learning	2022.08.27	박민호	lec 17 (Autoencoder & Latent variable model), lec 18 VAE part2 Discussion 10	hw2	박민호		CS182 slides	drive link
18	Deep Learning	2022.08.31	허경훈	lec 18 (VAE), lec 19 (GAN) Discussion 11	hw2	박민호		CS182 slides	drive link
19	Deep Learning			EXAM