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An Awesome List of Awesomes

This is a simple aggregation of all of the "Awesome --Topic name--" github repos I've found till date and I feel are important to get started in the corresponding Topic.

The topics are relevant to Data lifecycle, Machine Learning, Deep learning research and some distributed computing.

Note: Not all of these links are actively maintained but some of them may serve as good starting points. There are multiple lists for certain topics which may or may not have common links, I have added them with a serial number under the topic in no particular order.

Topic wise ML and DL research

Math
Data augmentation
- Data Augmentation link 1
- Data Augmentation link 2
- Data Augmentation review
Multitask learning
Diffusion models
- Diffusion models link 1
- Diffusion models link 2
- Stable Diffusion
Self supervised learning
- Self supervised learning link 1
- Self supervised learning link 2
Semi supervised learning
Weakly Supervised Learning
- Weak Supervision
- Weakly Supervised Image Segmentation link 1
- Weakly Supervised Image Segmentation link 2
Learning with Label noise
Adversarial ML/DL
- Adversarial ML
- Adversarial Examples for Deep learning
Architecture Search
Contrastive self supervised learning
Zero shot learning
- Zero shot learning link 1
- Zero shot learning link 2
One shot learning
Few shot learning
- Few shot learning link 1
- Few shot learning link 2
Siamese networks
Image Classification
Contrastive learning
Visual transformers
Transformers for vision
Transformers in Medical Imaging
Transformers
- Transformers link 1
- Treasure-of-Transformers
- Transformers link 2
OpenSetRecognition list
Incremental learning
Meta Learning
- Meta learning link 1
- Meta learning link 2
Deep learning uncertainty
Semantic segmentation
Instance Segmentation
Box supervised Instance Segmentation
Referring Segmentation
Image Delineation
Long tailed recognition/learning
- Long tailed recognition link 1
- Long tailed recognition link 2
- Long tailed recognition link 3
Image matting
Image inpainting
Image Harmonization
Face
- Face Recognition
- Face related resources
Conformal predictions
Scene understanding
Panoptic Segmentation
- Panoptic Segmentation link 1
- Panoptic Segmentation link 2
Object Tracking and Detection
- Object Detection link 1
- Object Detection link 2
- Object Tracking and Detection
- Object Detection papers
- YOLO Object detection
Image Denoising
- Image Denoising link 1
- Image Denoising link 2
Image Distortion correction
Image Deblurring
Continual Learning/Lifelong learning
Multimodal learning
- Multimodal learning link 1
- Multimodal learning link 2
Multimodal Conversational AI
Active learning
- Active learning link 1
- Active learning link 2
Deep Reinforcement Learning
- Deep Reinforcement Learning Link 1
- Deep Reinorcement Learning Link 2
Knowledge Distillation
- Knowledge distillation link 1
- Knowledge distillation link 2
Anomaly detection
Local Global Descriptors
Image Captioning
- Image Captioning link 1
- Image Captioning link 2
Image to Image translation
Image Registration
- Image Registration
- Point Cloud registration link 1
- Point Cloud registration link 2
- 2D-3D Matching
Text To Speech
Text to Image synthesis
- Text to Image link 1
- Text to Image link 2
Deep HDR Image synthesis
Speech recognition & synthesis
Speaker Diarization
Video Analysis
- Video analysis
- Video Action Recognition
- Video understanding
- Video Object Detection
- Video Text Retrieval
Video Generation
Pose Estimation
- Pose estimation link 1
- Pose estimation link 2
Machine translation
Visual Question Answering (VQA)
- Visual Question Answering link 1
- Visual Question Answering link 2
Question Answering (QA)
- Question Answering link 1
- Question Answering link 2
- Question Answering link 3
Vision and Language Pretrained models
Vision-Language Navigation
Explainable Graph Reasoning
Knowledge Graph Question Answering
Sentence embeddings
Embedding Models
Text Summarization
- Text Summarization link 1
- Text Summarization link 2
- Text Summarization link 3
Optical Character Recognition (OCR)
- Optical Character Recognition (OCR) link 1
- Optical Character Recognition (OCR) link 2
Document understanding
Graph Neural Networks (GNN)
- Graph Neural Networks (GNN) link 1
- Graph Neural Networks (GNN) link 2
- Graph Neural Networks (GNN) link 3
- Expressive GNN
Generative Adversarial Networks (GAN)
- Generative Adversarial Networks (GAN) link 1
- Generative Adversarial Networks (GAN) link 2
- GAN Training
- GAN Applications
AI Art Image Synthesis
Generative Modelling
Optical Flow
360 vision
Image Alignment and Stitching
Energy based models
Decision Trees
Gradient Boosting Models
- XGBoost
- Gradient Boosting Machines (GBMs)
- Gradient Boosting
Metric Learing
Recommendation Systems
- Recommendation Systems link 1
- Recommendation Systems link 2
- Recommendation Systems link 3
Point Cloud Analysis
Pruning
Neural Ordinary Differential Equations (ODE)
Autonomous Vehicles (FSD)
- Autonomous Vehicles (FSD) link 1
- Autonomous Vehicles (FSD) link 2
Robotics
Curriculum Learning
Causal Inference/ML
- Causal Inference/ML Link 1
- Causal Inference/ML Link 2
- Causal Inference/ML Link 3
- Causal Inference Visual Guides
Satellite Image Deep Learning
Transfer learning, Domain Adaption & Domain Generalization
- Transfer learning, Domain Adaption & Domain Generalization link 1
- Transfer learning, Domain Adaption & Domain Generalization link 2
- Transfer learning, Domain Adaption & Domain Generalization link 3
- Transfer learning, Domain Adaption & Domain Generalization link 4
- Domain Adaption - Object detection
Image Restoration
Variational Autoencoders
Bayesian inference/Bayesian DL
- Bayesian inference/Bayesian DL link 1
- Bayesian inference/Bayesian DL link 2
Deep Geometrical Learning
Drug Discovery
Representation Learning
Disentangled Representations
- Disentangled Representations link 1
- Disentangled Representations link 2
Time series
- Time series link 1
- Time series link 2
Unsupervised/Weakly supervised learning
Neural Rendering
Neural Radiance Fields
Neural Art & Style Transfer
- Neural Art
- Style Transfer
Deepfakes
- Deepfakes link 1
- Deepfakes link 2
Makeup transfer
Audio/Music
Inverse Graphics
Model Quantization
- Model Quantization link 1
- Model Quantization link 2
Quantum Machine Learning
Game AI
- Game AI link 1
- Game AI link 2
Biomedical ML
- Biomedical ML
- ML in Biomed Healthcare imaging
- Neuron segmentation in EM images
- Medical imaging
Financial ML/Quantitative Finance
- Financial ML
- Quantitative Finance
- AI in Finance
Embodied Vision
Embedded and Mobile ML
- Mobile Machine Learning
- Embedded and Mobile ML
3D Machine Learning
AutoML
- AutoML link 1
- AutoML link 2
- AutoML link 3
Chatbot projects
- Chatbot projects link 1
- Chatbot projects link 2
Conversational AI
AI for climate change
- AI for climate change link 1
- AI for climate change link 2
Federated Learning
- Federated Learning link 1
- Federated Learning link 2
- Federated Machine Learning
- Federated Computing
Relational Extraction
Attention Mechanisms in Computer Vision
- Attention Mechanism in Computer Vision
- Vision Attentions Survey
- Transformers in Computer Vision
Masked Image Modelling
Table Recognition
Imbalanced Learning
Music Generation
3D Generation
Small Molecule - Drug Discovery ML
Low light Image Enhancement
DehazeZoo
ML for cybersecurity
Various Attention implementations in PyTorch
Transformer Attention
Radiology Report generation
Vision and Language
Machine Learning for Combinatorial Optimization
Dataset Distillation/Condensation
Virtual Try on
Protein Design using DL
Novel Class Discovery
Music Informatics
Discovery of Physical Laws
CLIP (Contrastive Language-Image Pre-Training)
Content Based Image Retrieval
- Content Based Image Retrieval Link 1
- Content Based Image Retrieval Link 2
Topic Modeling
Vector Search
Clinical NLP
Medical Coding NLP
Content Moderation
Pretrained Chinese NLP models
Computer Vision in the Wild
Mixture of Experts
Reasoning in Large Language Models
LLM Robotics
Networks Beyond Attention
Matching tasks
Semantic Search
- Semantic Search link 1
- Semantic Search link 2
GAN Inversion
Dynamic Graph Learning
Molecular Generation
Failed ML
Generative AI Applications
ChatGPT
- ChatGPT link 1
Prompt Engineering
Generative AI
Conditional Content Generation
Large Language Models (LLM)
- Large Language Models (LLM) link 1
- Large Language Models (LLM) link 2
- LLM Zoo
- LLM Practical Guide
- LLM Data hub
LLM Robotics
LangChain
Reinforcement Learning with Human Feedback(RLHF)
- RLHF Link 1
- RLHF Link 2
LLMOps
Instruction Dataset
Totally open ChatGPT
6D Object Pose Estimation and Reconstruction
Awesome Anything
Pretrained models for Information Retrieval
AI Tools for Game development
Human Video Generation
Medical Vision-Language Models
Video Diffusion
Multimodal Large Language Models

Generic ML, DL, CV, NLP lists

Data collection search engines
- Google Dataset Search
- Kaggle
- Harvard Dataverse
- Mendeley Data
- Academic Torrents
Deep Learning Drizzle
Deep Vision
Deep Learning
Machine Learning
Computer vision
Image processing applications with OpenCV
DL papers
DL paper reading roadmap
ML Acronyms
Applied Deep Learning
NLP
- NLP link 1
- NLP link 2
- NLP link 3
Jupyter
- Jupyter
- Naas.ai Jupyter Templates for data projects
- Jupyter lab
GPT 3
- GPT 3 link 1
- GPT 3 link 2
Made With ML
Guide to Pytorch Learning Rate Scheduling
PyTorch
- PyTorch link 1
- PyTorch link 2
- PyTorch link 3
TensorFlow
- TensorFlow link 1
- TensorFlow link 2
JAX
- JAX link 1
- JAX link 2
500 AI ML projects
Tensorflow.js
HuggingFace
FastAI
- FastAI link 1
- FastAI link 2
NLP recipes/Best practices
Computer vision recipes/Best practices
Time Series Forecasting - Best practices
Access amd modify layes of pretrained models in PyTorch
ML in Digital Signal Processing
Paper and literature search websites, twitter accounts
- Papers With Code
- Crossminds
- DeepAI
- Arxiv Daily
Math for ML
ML Papers explained
Transfer Learning

Data and ML lifecycle, ML Infra

Data Collection
Public APIs
Robotics Datasets
Medical Imaging Datasets
Robotic Tooling
Public Datasets
- Public Datasets link 1
- Public Datasets link 2
Web Scraping
- Web Scraping link 1
- Web Scraping link 2
Data Engineering
- Data Engineering link 1
- Data Engineering link 2
Feature Engineering
- Feature Engineering link 1
- Feature Engineering link 2
SQL
- SQL Link 1
- SQL Link 2
- SQL Link 3
- SQLAlchemy
NoSQL
- NoSQL link 1
- NoSQL link 2
DynamoDB
MongoDB
Firebase
- Firebase link 1
- Firebase link 2
Redis
- Redis
- Redis optimizations
Apache Spark
BigQuery
BigData
- BigData link 1
- BigData link 2
Workflow Engines/Pipelines/DAG schedulers
- Workflow Engines
- Pipeline
- Apache Airflow
Pandas
Dask
Graph Databases
Data Annotation
- Data Labelling link 1
- Data Labelling link 2
- Data Labelling link 3
- Data Labelling link 4
- Data Labelling link 5
Data Visualization
- Data Visualization
- Dash/Plotly
Tools to Design or Visualize Architecture of Neural Network
Power BI
- Power BI link 1
- Power BI link 2
Network analysis
Software Engineering for Machine Learning
Scikit Learn
Production level ML/DL
- Production level DL link 1
- Production level DL link 2
- Production level ML
ML system design
Applied ML
ML Infrastructure
MLOps
- MLOps link 1
- MLOps link 2
- MLOps link 3
AIOps
Explainable AI(XAI)
- Explainable AI (XAI) link 1
- Explainable AI (XAI) link 2
ML Interpretability
Fairness in AI
Kaggle Solutions
Ethical AI Guidelines
SageMaker
CoreML models
Terraform
DataBricks
- DataBricks link 1
- DataBricks official resources
ML stack of blogs of companies
Colab notebooks
ML Libraries and tooling

Cool books for modern ML, DL applications

ML Design Patterns
Distributed ML Patterns
Deep Learning Design Patterns
PyTorch Computer Vision Cookbook - 70 recipes

System Design, Distributed systems and more

System Design
- System Design link 1
- System Design link 2
RESTful API
Dev Ops Exercises
Webhooks
- Webhooks link 1
- Webhooks link 2
ASGI
Flask
Django
- Django link 1
- Django link 2
- Django link 3
FastAPI
Distributed systems
Python
- Python link 1
- Python link 2
- F-ing awesome python
GraphQL
- GraphQL link 1
- GraphQL link 2
- GraphQL link 3
Scientific Python
CUDA
Parallel Computing
Docker
Docker Compose
Kubernetes
- Kubernetes link 1
- Kubernetes link 2
- Kubernetes link 3
- K8s Security
Ansible
- Ansible link 1
- Ansible link 2
High Performance Computing (HPC)
- HPC link 1
- HPC link 2
Microservices
- Microservices link 1
- Microservices link 2
- Domain Driven Design
Low Level Design Primer
System Design Primer
Design Patterns
Software Architecture
Asyncio Python
Knowledge graphs
- Knowledge graphs link 1
- Knowledge graphs link 2
GRPC
Peer-to-Peer
RabbitMQ
Kafka
- Kafka link 1
- Kafka link 2
- Kafka link 3
- Kafka link 4
ML-tooling: Best of Python
Amazon Web Services (AWS)
- AWS link 1
- AWS security
Google Cloud Platform (GCP) Certifications
Azure
- Azure
- Azure learning
Digital Ocean (DO)

Other Awesome lists

Note: These lists are related to general concepts in Software architecture. They may or may not be completely related to Data lifecycle, ML and DL topics.