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:NVIDIA TransformerEngine FSDP Distributed Training
- Workflow:Isaac sim IsaacGymEnvs Factory Assembly Training
- Workflow:CarperAI Trlx ILQL Offline Training
- Workflow:Anthropics Anthropic sdk python Streaming Message Interaction
- Workflow:VainF Torch Pruning Vision Transformer Pruning
- Workflow:Googleapis Python genai Image Generation Pipeline
- Workflow:Alibaba ROLL Supervised Finetuning Pipeline
- Workflow:Apache Kafka Docker Image Release
- Workflow:Diagram of thought Diagram of thought DoT Prompt Customization
- Workflow:Cypress io Cypress Component Test Execution
Principles
- Principle:PeterL1n BackgroundMattingV2 TorchScript export
- Principle:Huggingface Datatrove Text Extraction Framework
- Principle:Risingwavelabs Risingwave Iceberg Sink Integration
- Principle:Microsoft Agent framework Sample Validation
- Principle:Getgauge Taiko Gauge Project Setup
- Principle:Spotify Luigi Dependency Analysis
- Principle:Mlc ai Web llm Model Selection
- Principle:Microsoft DeepSpeedExamples DeepSpeed Training Loop
- Principle:Datajuicer Data juicer Dataset Loading
- Principle:Apache Druid SQL Task Submission
Implementations
- Implementation:Allenai Open instruct SFTDatasetProcessor
- Implementation:MaterializeInc Materialize Scenario Run
- Implementation:Ggml org Llama cpp Convert HF To GGUF Update
- Implementation:Online ml River Utils SortedWindow
- Implementation:SeldonIO Seldon core Sklearn Pipeline Train And Serialize
- Implementation:Ucbepic Docetl Directive ClarifyInstructions
- Implementation:Sgl project Sglang V1 Chat Completions
- Implementation:Treeverse LakeFS Java SDK RepositoriesApi
- Implementation:BerriAI Litellm Enterprise SSO Handler
- Implementation:Apache Kafka Git Push And Vote Template
Heuristics
- Heuristic:Ggml org Llama cpp Batch Size BLAS Minimum
- Heuristic:Infiniflow Ragflow Hybrid Search Fallback Strategy
- Heuristic:Protectai Llm guard Lazy Scanner Loading
- Heuristic:Sgl project Sglang Memory Fraction Tuning
- Heuristic:Huggingface Open r1 vLLM GPU Allocation
- Heuristic:Unstructured IO Unstructured Libmagic Filetype Accuracy
- Heuristic:Mlc ai Mlc llm OpenCL Memory Floor Workaround
- Heuristic:ContextualAI HALOs Reference Logprob Caching
- Heuristic:Langfuse Langfuse Ingestion Date Boundary Delay
- Heuristic:Microsoft Agent framework Async Context Manager Cleanup
Environments
- Environment:Junyanz Pytorch CycleGAN and pix2pix DDP Multi GPU
- Environment:Lakeraai Pint benchmark Python 310 With Pandas
- Environment:Astronomer Astronomer cosmos Kubernetes Provider
- Environment:Microsoft Semantic kernel ONNX CUDA Environment
- Environment:Openai Whisper FFmpeg
- Environment:Apache Druid Druid Operator Kubernetes
- Environment:AUTOMATIC1111 Stable diffusion webui Xformers Attention
- Environment:Openai Openai agents python MCP Dependencies
- Environment:Alibaba MNN HuggingFace Ecosystem Environment
- Environment:OpenHands OpenHands Frontend Build Environment