GrootAI
[Review] Natural Science Methodologies to AI
31:36
GrootAI
[논문리뷰] Generalization Guarantees for NN via Harnessing the Low-rank Structure of the Jacobian
28:14
GrootAI
[논문리뷰] Structured State Spaces with Deep Learning (HiPPO, LSSL, S4)
35:18
GrootAI
[논문리뷰] Normalizing Flows (NF) on Manifolds
1:20:33
GrootAI
[논문리뷰] Individually Fair Gradient Boosting
36:23
GrootAI
[딥러닝논문리뷰] On The Variation of The Adaptive Learning Rate and Beyond
33:55
GrootAI
[딥러닝논문리뷰] ViT and DeiT
28:26
GrootAI
[딥러닝논문리뷰] WGAN and AnoGAN
17:45
GrootAI
[딥러닝논문리뷰] MMMnet
27:30
GrootAI
[딥러닝논문리뷰] Self-supervised Pretraining of Visual Features in the Wild (SEER)
18:00
GrootAI
[딥러닝논문리뷰] Non-local Neural Network
12:08
GrootAI
[딥러닝논문리뷰] Learning Curve Theory
36:45
GrootAI
[딥러닝논문리뷰] Zero Shot Text-to-Image Generation (DALL-E)
27:09
GrootAI
[딥러닝논문리뷰] Scaling Laws for Neural Language Models
37:03
GrootAI
[딥러닝논문리뷰] Federated Learning intro.
1:07:08
GrootAI
[딥러닝논문리뷰] Semantic Image Synthesis with Spatially Adaptive Normalization
25:36
GrootAI
[딥러닝논문리뷰] Why bigger is not always better
20:41
GrootAI
Reducing Gap via Style Agnostic Networks
16:43
GrootAI
A Statistical Technique for Measuring Space Creation in Professional Soccer
38:11
GrootAI
[딥러닝논문리뷰] Neural Topic Modeling with Continual Lifelong Learning
49:10
GrootAI
[딥러닝논문리뷰] Progressive Layered Extraction (PLE)
23:14
GrootAI
[딥러닝논문리뷰] Metric Based Meta Learning
28:01
GrootAI
[딥러닝논문리뷰] BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
32:22
GrootAI
Sampling Methods for Statistical Inference
40:27
GrootAI
[딥러닝논문리뷰] Active Learning for Community Detection in Stochastic Block Models
37:37
GrootAI
Review of Stochastic Block Model - Lecture 2 (Invited Talk by Jakwang Kim)
58:34
GrootAI
[딥러닝논문리뷰] Stochastic Blockmodels meet Graph Neural Networks
41:23
GrootAI
Basic models and questions in statistical network analysis (Lecture 1)
22:45
GrootAI
[딥러닝논문리뷰] Block Model Guided Unsupervised Feature Selection
38:49
GrootAI
[딥러닝논문리뷰] Interpreting Deep Neural Networks Through Variable Importance
29:57
GrootAI
[딥러닝논문리뷰] Uncertainty in Deep Learning (Dropout as a Bayesian Approximation)
32:18
GrootAI
Fourier and Wavelet transform in GCN
26:33
GrootAI
GCN discussion
14:53
GrootAI
[딥러닝논문리뷰] Demystifying Neural Style Transfer
17:56
GrootAI
[딥러닝논문리뷰] Probabilistic lane detection and lane tracking for autonomous vehicles
35:31
GrootAI
The Robustness of Okun's Law
32:15
GrootAI
[딥러닝논문리뷰] Dynamic Graph CNN for Learning on Point Clouds
7:38
GrootAI
GNNs : A Review of Methods and Applications
15:33
GrootAI
[딥러닝논문리뷰] MolGAN : An implicit generative model for small molecular graphs
3:46
GrootAI
[딥러닝논문리뷰] The ways of node embedding : Node2vec, DeepWalk
25:03
GrootAI
[딥러닝논문리뷰] Towards Deep Learning Models Resistant to Adversarial Attacks
25:19
GrootAI
Clean Code : Python
36:48
GrootAI
[딥러닝논문리뷰] Semi-supervised Learning with Graph Learning-Convolutional Networks
16:52
GrootAI
CycleGAN discussion 2
34:31
GrootAI
CycleGAN discussion 1
7:44
GrootAI
Locality Sensitive Hashing
46:32
GrootAI
Time Series Analysis - ARMA
35:36
GrootAI
Coding Test Review 3
7:27
GrootAI
[딥러닝논문리뷰] Differential Geometry for Machine Learning
1:04:41
GrootAI
[딥러닝논문리뷰] Generative Model : VAE, GAN
37:51
GrootAI
GAN discussion 2
33:46
GrootAI
GAN discussion 1
6:32
GrootAI
[딥러닝논문리뷰] Understanding Blackbox Prediction via Influence Functions (ICML 2017 Best Paper)
42:44
GrootAI
[딥러닝논문리뷰] Attention Is All You Need (Transformer)
30:21
GrootAI
Attention Introduction
20:46
GrootAI
WWW 2020 XAI Tutorial Review
26:06
GrootAI
Coding Test Review 2
14:38
GrootAI
Coding Test Review 1
7:29
GrootAI
[딥러닝논문리뷰] Gaussian Process Regression (GPR)
42:52
GrootAI
VAE discussion 2
22:29
GrootAI
[딥러닝논문리뷰] Strong Convexity on Gradient Descent and Newton's Method
41:47
GrootAI
SVM (Support Vector Machine & Kernel)
49:02
GrootAI
[딥러닝논문리뷰] Unsupervised Methods for Image Super-Resolution
16:32
GrootAI
[딥러닝논문리뷰] PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation
17:46
GrootAI
[딥러닝논문리뷰] Generative Model(Variational Auto Encoder, Generative Adversarial Model)
37:36
GrootAI
[딥러닝논문리뷰] Automotive engineering - ADAS
25:11
GrootAI
VAE discussion1
30:02