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Computer Vision

MLP-Mixer An all-MLP Architecture for Vision

Summary of Automatic Colorization

Color space, Network Architecture, Loss function and Evaluation

Colorization Insight Automatic 4

Most Recent Update

Colorization Insight Automatic 3

More in Deep Learning

NTIRE 2019 Challenge on Image Colorization Report -- Brief

SOTA in 2019

Colorization Insight Automatic 2

Automatic Colorization Evolution

Colorization Insight Automatic 1

Automatic Colorization Evolution

Colorization Insight Scribbled 2

More about Scribble-based methods

Colorization Insight Scribbled 1

Related Works and Techniques

Colorization Insight Introduction

Introduction What and Why

Colorization

Mind Map of Colorization Survey

Thoughts and Ideas

Summary of Automatic Colorization

Color space, Network Architecture, Loss function and Evaluation

Colorization Insight Automatic 4

Most Recent Update

Colorization Insight Automatic 3

More in Deep Learning

NTIRE 2019 Challenge on Image Colorization Report -- Brief

SOTA in 2019

Colorization Insight Automatic 2

Automatic Colorization Evolution

Colorization Insight Automatic 1

Automatic Colorization Evolution

Colorization Insight Scribbled 2

More about Scribble-based methods

Colorization Insight Scribbled 1

Related Works and Techniques

Colorization Insight Introduction

Introduction What and Why

Deep Learning

Unsupervised Feature Learning and Deep Learning

A Brief Survey of Deep Reinforcement Learning

Algorithms and Challenges

Beginner's Guide to Deep Reinforcement Learning

Basic Knowledge

3D and Deep Learning

Transfer Learning Tricks

NLP with PyTorch 3 Fundational Components of Neural Network

NLP with PyTorch 2 Quick Tour of Traditional NLP

NLP with PyTorch 1 Basics

Introduction and basic conceptions

Deep Learning in Bioinformatics

Introduction, Application, and Perspective in Big Data Era

Mind Map of Colorization Survey

Thoughts and Ideas

Survey Example -- Image Segmentation Using Deep Learning

Summary of Automatic Colorization

Color space, Network Architecture, Loss function and Evaluation

Colorization Insight Automatic 4

Most Recent Update

Colorization Insight Automatic 3

More in Deep Learning

NTIRE 2019 Challenge on Image Colorization Report -- Brief

SOTA in 2019

Colorization Insight Automatic 2

Automatic Colorization Evolution

Colorization Insight Automatic 1

Automatic Colorization Evolution

Competition Report

NTIRE 2019 Challenge on Image Colorization Report -- Brief

SOTA in 2019

Papers

Deep Learning in Bioinformatics

Introduction, Application, and Perspective in Big Data Era

Graph Embedding on Biomedical Networks

Paper reading and summary

Survey Example -- Image Segmentation Using Deep Learning

Summary of Automatic Colorization

Color space, Network Architecture, Loss function and Evaluation

Colorization Insight Automatic 4

Most Recent Update

Colorization Insight Automatic 3

More in Deep Learning

NTIRE 2019 Challenge on Image Colorization Report -- Brief

SOTA in 2019

Technical Writing

Mind Map of Colorization Survey

Thoughts and Ideas

Survey Example -- Image Segmentation Using Deep Learning

How to write a good Survey Review

Semantic Segmentation

Survey Example -- Image Segmentation Using Deep Learning

Color Theory

Color Theory and Applications Notes 1

Chapter 1 The Nature of Color

Physics

Color Theory and Applications Notes 1

Chapter 1 The Nature of Color

Human Vision System

Color Theory and Applications Notes 1

Chapter 1 The Nature of Color

Book

Color Theory and Applications Notes 1

Chapter 1 The Nature of Color

Computer Graphics

GAMES101-Transformation Continue

Notes and Ideas

GAMES101-Transformation

Notes and Ideas

GAMES101-Review of Linear Algebra

Notes and Ideas

GAMES101-Overview of Computer Graphics

Notes and Ideas

Tutorials

NLP with PyTorch 3 Fundational Components of Neural Network

NLP with PyTorch 2 Quick Tour of Traditional NLP

NLP with PyTorch 1 Basics

Introduction and basic conceptions

GAMES101-Transformation Continue

Notes and Ideas

GAMES101-Transformation

Notes and Ideas

GAMES101-Review of Linear Algebra

Notes and Ideas

GAMES101-Overview of Computer Graphics

Notes and Ideas

Mathematics

GAMES101-Transformation Continue

Notes and Ideas

GAMES101-Transformation

Notes and Ideas

GAMES101-Review of Linear Algebra

Notes and Ideas

Graph Neural Network

Introduction to GNN Note 3

Advanced Skills and Applications

Introduction to GNN Note 2

Graph Neural Network and its Variations

Graph Neural Network 1

Graph Neural Network Introduction

Graph Embedding on Biomedical Networks

Paper reading and summary

Biomedical

Deep Learning in Bioinformatics

Introduction, Application, and Perspective in Big Data Era

Graph Embedding on Biomedical Networks

Paper reading and summary

Natural Language Processing

NLP with PyTorch 3 Fundational Components of Neural Network

NLP with PyTorch 2 Quick Tour of Traditional NLP

NLP with PyTorch 1 Basics

Introduction and basic conceptions

Machine Learning

Persistent-Homology-based Machine Learning and its Application

A Survey

Topology

Persistent-Homology-based Machine Learning and its Application

A Survey

Persistent Homology

Persistent-Homology-based Machine Learning and its Application

A Survey

Transfer Learning

Transfer Learning Tricks

3D

3D and Deep Learning

Graph Theory

Introduction to GNN Note 1

Basic Knowledge and Recap

Graph Neural Network 1

Graph Neural Network Introduction

Graph Embedding

Graph Embedding Introduction

Crystal Nets as Graphs

Introduction to graph theory and its application to crystal nets

Crystal

Crystal Nets as Graphs

Introduction to graph theory and its application to crystal nets

Graph Embedding

Graph Embedding

Graph Embedding Introduction

Neural Network

MLP-Mixer An all-MLP Architecture for Vision

AE2-Nets Autoencoder in Autoencoder Networks

Multi-view Deep Subspace Clustering Networks

Beginner's Guide to Deep Reinforcement Learning

Basic Knowledge

Introduction to GNN Note 1

Basic Knowledge and Recap

Probability Theory

Introduction to GNN Note 1

Basic Knowledge and Recap

Linear Algebra

Introduction to GNN Note 1

Basic Knowledge and Recap

Reinforcement Learning

Graph Convolutional Policy Network for Goal-Directed Molecular Graph Generation

In chemistry

Algorithm for Reinforcement Learning 3

Control

Algorithm for Reinforcement Learning 2

Value Prediction

Algorithm for Reinforcement Learning 1

Markov Decision Processes

David Silver - Reinforcement Learning Note 4

Model-Free Prediction - MC and TD Learning

David Silver - Reinforcement Learning Note 3

Policy and Value Iteration using Dynamic Programming

A Brief Survey of Deep Reinforcement Learning

Algorithms and Challenges

David Silver - Reinforcement Learning Note 2

Markov Decision Process

David Silver - Reinforcement Learning Note 1

Introduction What and Why

Beginner's Guide to Deep Reinforcement Learning

Basic Knowledge

Learning to Navigate the Synthetiaclly Accessible Chemical Space Using Reinforcement Learning

Embedding the concept of synthetic accessibility directly into the drug design system

Chemical Reaction

Learning to Navigate the Synthetiaclly Accessible Chemical Space Using Reinforcement Learning

Embedding the concept of synthetic accessibility directly into the drug design system

Drug Design

Learning to Navigate the Synthetiaclly Accessible Chemical Space Using Reinforcement Learning

Embedding the concept of synthetic accessibility directly into the drug design system

Markov Decision Process

Algorithm for Reinforcement Learning 1

Markov Decision Processes

David Silver - Reinforcement Learning Note 2

Markov Decision Process

Dynamic Programming

David Silver - Reinforcement Learning Note 3

Policy and Value Iteration using Dynamic Programming

Monte-Carlo

David Silver - Reinforcement Learning Note 4

Model-Free Prediction - MC and TD Learning

Temporal Difference

David Silver - Reinforcement Learning Note 4

Model-Free Prediction - MC and TD Learning

Online Learning

Algorithm for Reinforcement Learning 3

Control

Active Learning

Algorithm for Reinforcement Learning 3

Control

Graph Generation

Graph Convolutional Policy Network for Goal-Directed Molecular Graph Generation

In chemistry

Paper Reading

MLP-Mixer An all-MLP Architecture for Vision

AE2-Nets Autoencoder in Autoencoder Networks

Multi-view Deep Subspace Clustering Networks

Data Collaboration Analysis Framework

Using Centralization of Individual intermediate Representations for Distributed Data Sets

A Survey of Monte Carlo Tree Search Methods -- Part 3

A Survey of Monte Carlo Tree Search Methods -- Part 2

A Survey of Monte Carlo Tree Search Methods -- Part 1

VGDL范例解读

Graph Convolutional Policy Network for Goal-Directed Molecular Graph Generation

In chemistry

Games

A Survey of Monte Carlo Tree Search Methods -- Part 3

A Survey of Monte Carlo Tree Search Methods -- Part 2

A Survey of Monte Carlo Tree Search Methods -- Part 1

GVGAI Book Chapter 3 - Planning in GVGAI

VGDL范例解读

GVGAI Book Chapter 2 - VGDL and the GVGAI Framework -- Exercises

GVGAI

GVGAI Book Chapter 3 - Planning in GVGAI

GVGAI Book Chapter 2 - VGDL and the GVGAI Framework -- Exercises

VGDL

GVGAI Book Chapter 3 - Planning in GVGAI

VGDL范例解读

GVGAI Book Chapter 2 - VGDL and the GVGAI Framework -- Exercises

MCTS

A Survey of Monte Carlo Tree Search Methods -- Part 3

A Survey of Monte Carlo Tree Search Methods -- Part 2

A Survey of Monte Carlo Tree Search Methods -- Part 1

Data Collaboration

Data Collaboration Analysis Framework

Using Centralization of Individual intermediate Representations for Distributed Data Sets

Dimentional Reduction

Data Collaboration Analysis Framework

Using Centralization of Individual intermediate Representations for Distributed Data Sets

Clustering

A Survey of Clustering with Deep Learning from the Perspective of Network Architecture

Unsupervised Machine Learning in Political and Social Research 2 Setting the Stage

Unsupervised Machine Learning in Political and Social Research 1 Introduction

AE2-Nets Autoencoder in Autoencoder Networks

Multi-view Deep Subspace Clustering Networks

Autoencoder

AE2-Nets Autoencoder in Autoencoder Networks

MLP

MLP-Mixer An all-MLP Architecture for Vision

Unsupervised Machine Learning

Unsupervised Feature Learning and Deep Learning

A Survey of Clustering with Deep Learning from the Perspective of Network Architecture

Unsupervised Machine Learning in Political and Social Research 2 Setting the Stage

Unsupervised Machine Learning in Political and Social Research 1 Introduction

Social Science

A Survey of Clustering with Deep Learning from the Perspective of Network Architecture

Unsupervised Machine Learning in Political and Social Research 2 Setting the Stage

Unsupervised Machine Learning in Political and Social Research 1 Introduction