ai.md

AI

Learning Resources for DevOps, SRE, Cloud & Engineering Management

A curated list of awesome awesomeness about artificial intelligence(AI).

Table of Contents

• Artificial Intelligence(AI)
• Machine Learning(ML)
• Deep Learning(DL)
• Computer Vision(CV)
• Natural Language Processing(NLP)
• Speech Recognition
• Other Research Topics
• Programming Languages
• Framework
• Datasets

Artificial Intelligence(AI)

• AI
• AI-Use-Cases
• AI residency programs information

Machine Learning(ML)

• ML
• ML-Source-Code
• ML-CN
• Adversarial-ML
• Quantum-ML
• 3D-Machine-Learning
• Machine Learning Interpretability
• Machine Learning System
• Mobile Machine Learning
• Machine Learning Problems
• Gradient Boosting
• Decision Tree

Deep Learning(DL)

• DL
• DL-Papers
• DL-Resources
• DeepLearning-500-questions
• Deep-Learning-in-Production
• DNN Compression and Acceleration
• Architecture Search
• Deep Learning for Graphs
• Real-time Network
• Deep Learning Interpretability

Computer Vision(CV)

• CV
• CV2
• CV-People
• DeepFakes
• Event-based Vision Resources
• Research Topics
  • Action Recognition
  • Colorization
  • Image Classification
    • imgclsmob
  • Image Registration
  • Object Detection
  • Video Object Detection
  • Face
    • Face Detection & Recognition
    • awesome-face
    • Facial Expression Recognition (FER)
    • Face Landmark Detection
    • Landmark Detection
  • Gaze Estimation
  • Image Segmentation
    • Semantic Segmentation
    • Segmentation.X
    • Panoptic Segmentation
    • Weakly Supervised Semantic Segmentation
    • Referring Image Segmentation
  • Object Tracking
    • Visual Tracking1
    • Visual Tracking2
    • Multi-Object Tracking
    • Tracking and Detection
    • daily-paper-visual-tracking
  • Pose estimation
    • Human Pose estimation
      • Human Pose estimation 1
      • Human Pose estimation 2
    • Hand Pose estimation
  • Human Motion
  • Scene Text
    • Scene Text Localization and Recognition
    • Scene Text Localization & Recognition Resources
    • Scene Text Detection and Recognition
    • Text Detection and Recognition
    • Scene Text Recognition Resources
  • Super Resolution
    • Super Resolution (ChaofWang)
    • Super Resolution (ptkin)
    • Image Super Resolution
    • Video Super Resolution
  • 3D
    • 3D Reconstruction
  • OCR
  • Re-ID
    • Person Re-ID(1)
    • Person Re-ID(2)
    • Vehicle Re-ID
  • Pedestrian Attribute Recognition
  • Image Captioning
  • Question Answering
  • Crowd Counting
  • Lane Detection
  • Low Lignt Enhancement
  • Image Retrieval
    • Awesome image retrieval papers (1)
    • Awesome image retrieval papers (2)
  • Medical Imaging
    • Medical Data
    • Medical imaging datasets
    • Awesome GAN for Medical Imaging
    • Deep Learning for Medical Applications
    • Medical Image Segmentation
  • Image Inpainting
  • Image Dehazing
  • Image Denoising
    • reproducible-image-denoising-state-of-the-art
    • Image-Denoising-State-of-the-art
    • Image and Video Denoising
  • Image Deraining
  • Image/Video Deblurring
  • Image to Image(img2img)
    • lzhbrian/Image to Image
    • xiaweihao/Image to Image
  • Video Analysis
  • Video Object Segmentation(VOS)
  • Edge Detection
  • Local and Global Descriptor
  • Salience
    • Salient Object Detection(SOD)
    • Saliency Detection & Segmentation
  • Fashion + AI
  • Event-based Vision Resources

Natural Language Processing(NLP)

• NLP
• NLP-progress
• CoreNLP
• NLPIR
• nlp_course
• nlp-datasets
• nlp-reading-group
• Awesome-Chinese-NLP: 中文自然语言处理相关资料
• awesome-dl4nlp
• awesome-sentence-embedding

Speech Recognition

• speech_recognition
• awesome-speech-recognition-speech-synthesis-papers

Other Research Topics

• Bayesian
  • Bayesian
  • Deep Bayesian
• Capsule Networks
• Data Augmentation
• GAN
  • really-awesome-gan
  • AdversarialNetsPapers
  • the-gan-zoo
  • Keras-GAN
  • gans-awesome-applications: Curated list of awesome GAN applications and demo
• SLAM
  • SLAM List
  • VSLAM
  • SLAM(Chinese)
  • SLAM Datasets
  • SFM-Visual-SLAM
  • SLAM Resources
• Graph Neural Networks(GNN)
• Reinforcement Learning
  • Implementation of Reinforcement Learning Algorithms
  • Reinforcement Learning Chinese：中文整理的强化学习资料
• Transfer Learning
• Trajectory Prediction
• Zero-Shot Learning
• Few-Shot Learning
  • Duan-JM/Few-Shot Learning
  • e-271/Few-Shot Learning
• Federated Learning
  • poga/Federated Learning
  • Federated Computing/Learning
• Meta-Learning
  • Meta-Learning1
  • Meta-Learning2
• Self-Supervised
• Graph Classification
• Incremental Learning
• AutoML
  • AutoML Survey
  • AutoML-and-Lightweight-Models
  • NAS
  • Architecture Search
  • LITERATURE ON NEURAL ARCHITECTURE SEARCH
• Model Compression
  • EfficientDNNs
  • Model Compression and Acceleration
  • Neural Network Pruning
• Binary Neural Networks
• Multimodal Research
• Multimodal Machine Learning
• Domain Adaptation
• Robotics
• Recommender Systems
• Autonomous Vehicles
  • Autonomous Vehicles
  • Autonomous Vehicles-CH
  • Lidar Point cloud processing for Autonomous Driving
• Anomaly Detection
• Point Cloud Analysis
• 3D Point Clouds
• Affective_Computing
• Knowledge Distillation
  • Knowledge Distillation(dkozlov)
  • Knowledge Distillation(FLHonker)
• Click-Through Rate Prediction
• VAE

Programming Languages

• C
• C++
• Python
• JAVA
• JavaScript
• Julia
• MATLAB
• R

Framework

• TensorFlow
  • TensorFlow From Zero To- One
  • TensorFlow Lite
• PyTorch
  • PyTorch From Zero To- One
• Keras
• MXNet
• Caffe
• Torch
• Chainer

Datasets

• Segmentation & Saliency detection

BINPIPE aims to simplify learning for those who are looking to make a foothold in the industry. 
Write to me at learn@binpipe.org if you are looking for tailor-made training sessions. 
For self-study resources look around in this repository, the Binpipe Blog and Youtube Channel.

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📒 Maintainer: Prasanjit Singh | www.binpipe.org

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