Main Page
27,667
Total Pages
1,118
Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
Connect your AI coding agent. Plug Leeroopedia into your favorite coding agent, and let it build robust AI/ML systems autonomously:
- SuperML plugin — converts your AI coding agent into an expert ML engineer with agentic memory
- Leeroopedia MCP — search over best-practices and skills of ML/AI
- Kapso — experimentation platform for autonomous AI/ML software building
Browse by Category
| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Huggingface Open r1 GRPO Reasoning Training
- Workflow:Princeton nlp SimPO Model Inference
- Workflow:Apache Spark Application Submission
- Workflow:Interpretml Interpret EBM Training And Prediction
- Workflow:Onnx Onnx Reference Evaluation
- Workflow:Allenai Open instruct SFT Finetuning
- Workflow:Google deepmind Dm control Composer Environment Building
- Workflow:Dagster io Dagster RAG Pipeline
- Workflow:Microsoft DeepSpeedExamples CIFAR10 Getting Started
- Workflow:Microsoft Autogen Graph Based Agent Orchestration
Principles
- Principle:LaurentMazare Tch rs Tensor Iteration
- Principle:Pytorch Serve Speculative Decoding Inference
- Principle:Deepspeedai DeepSpeed PPO Policy Update
- Principle:Pytorch Serve Inference Pipeline
- Principle:FlowiseAI Flowise Flow Analysis
- Principle:Pytorch Serve Multimodal Inference
- Principle:Tensorflow Serving Model Metadata Query
- Principle:CarperAI Trlx Scaling Benchmarking
- Principle:AUTOMATIC1111 Stable diffusion webui Merged model saving
- Principle:Ollama Ollama Adapter Conversion
Implementations
- Implementation:Huggingface Diffusers Save Lora Weights DreamBooth
- Implementation:Mlflow Mlflow Dev Environment Setup
- Implementation:Run llama Llama index Tool Calling
- Implementation:Bitsandbytes foundation Bitsandbytes MatMul8bitLt
- Implementation:Apache Hudi CompactOperator ProcessElement
- Implementation:Shiyu coder Kronos Prediction Result Output
- Implementation:Langgenius Dify Marketplace Contract
- Implementation:NVIDIA NeMo Curator EmbedderBase
- Implementation:CrewAIInc CrewAI Enterprise Adapter
- Implementation:FlagOpen FlagEmbedding LLM Embedder Eval LRLM
Heuristics
- Heuristic:Datahub project Datahub Secret Handling And Deprecation Patterns
- Heuristic:Cohere ai Cohere python ToolCallV2 Auto UUID Override
- Heuristic:Microsoft Autogen Warning Deprecated JSON Env Files
- Heuristic:Facebookresearch Habitat lab Resume State Config Override
- Heuristic:Heibaiying BigData Notes Spark Streaming Local Threads Tip
- Heuristic:TA Lib Ta lib python Compatibility Mode Switching
- Heuristic:Danijar Dreamerv3 Free Nats KL Thresholding
- Heuristic:CARLA simulator Carla Client Server Version Match
- Heuristic:Iamhankai Forest of Thought Self Correction Confidence Threshold
- Heuristic:Bitsandbytes foundation Bitsandbytes Outlier Threshold Detection
Environments
- Environment:NVIDIA NeMo Aligner TensorRT LLM Acceleration Environment
- Environment:Langgenius Dify Vector Database Environment
- Environment:Mbzuai oryx Awesome LLM Post training Python Requests
- Environment:ARISE Initiative Robosuite MuJoCo Python
- Environment:Microsoft Autogen Extension Optional Dependencies
- Environment:Apache Kafka JVM Runtime Environment
- Environment:Apache Spark Kubernetes Runtime
- Environment:Unstructured IO Unstructured All Docs
- Environment:Getgauge Taiko Chromium Browser
- Environment:Huggingface Transformers PyTorch 24 CUDA