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:Cleanlab Cleanlab CleanLearning Robust Training
- Workflow:Deepset ai Haystack RAG Evaluation Pipeline
- Workflow:ThreeSR Awesome Inference Time Scaling Manual Paper Contribution
- Workflow:Puppeteer Puppeteer Browser Installation And Management
- Workflow:Deepspeedai DeepSpeed Pipeline Parallel Training
- Workflow:Axolotl ai cloud Axolotl Multimodal Vision Finetuning
- Workflow:Tensorflow Serving Batched Inference Pipeline
- Workflow:Ollama Ollama OpenAI API Compatibility
- Workflow:Apache Spark Building and Testing
- Workflow:Ray project Ray Remote Task Execution
Principles
- Principle:Bitsandbytes foundation Bitsandbytes Blockwise Quantization
- Principle:Lm sys FastChat Arena Battle UI
- Principle:SeldonIO Seldon core HuggingFace Model Resource Definition
- Principle:NVIDIA NeMo Aligner DPO Training
- Principle:Deepset ai Haystack Embedding Based Retrieval
- Principle:Huggingface Optimum Benchmarking and Evaluation
- Principle:Ollama Ollama GGUF Model Conversion Mistral Causal
- Principle:Mlfoundations Open flamingo Evaluation Model Abstraction
- Principle:FlowiseAI Flowise API Integration Code Generation
- Principle:AUTOMATIC1111 Stable diffusion webui UI Accessibility
Implementations
- Implementation:LaurentMazare Tch rs Llama New
- Implementation:OpenHands OpenHands AuthTokenStore
- Implementation:FlowiseAI Flowise VariablesView
- Implementation:Vllm project Vllm SamplingParams Init
- Implementation:Infiniflow Ragflow DatasetOverviewHooks
- Implementation:InternLM Lmdeploy Batch
- Implementation:DistrictDataLabs Yellowbrick RFECV Visualizer
- Implementation:Avhz RustQuant BrownianMotion
- Implementation:Microsoft Onnxruntime TrainingRunner Initialize
- Implementation:Helicone Helicone LogController LogRequests
Heuristics
- Heuristic:ContextualAI HALOs FSDP Sampling Workaround
- Heuristic:Axolotl ai cloud Axolotl Attention Mechanism Selection
- Heuristic:Sgl project Sglang Schedule Conservativeness Tuning
- Heuristic:Marker Inc Korea AutoRAG Warning Deprecated Legacy QA Creation
- Heuristic:OpenGVLab InternVL Multi GPU ViT Device Mapping
- Heuristic:Mlfoundations Open flamingo Deterministic Shard Shuffling
- Heuristic:ARISE Initiative Robomimic Video Recording Optimization
- Heuristic:NVIDIA NeMo Curator GPU Memory Resource Allocation
- Heuristic:Apache Paimon File Sizing and Split Planning
- Heuristic:Spotify Luigi Atomic File Writes
Environments
- Environment:Ray project Ray Docker GPU Environment
- Environment:Huggingface Datasets Lance Dependencies
- Environment:Risingwavelabs Risingwave Python Tooling Environment
- Environment:Lm sys FastChat LoRA QLoRA Training Environment
- Environment:Huggingface Datatrove Inference GPU Environment
- Environment:Google deepmind Dm control OSMesa Software Rendering
- Environment:Haosulab ManiSkill Motion Planning Deps
- Environment:Mage ai Mage ai Python 3 9 Runtime
- Environment:Microsoft Playwright Platform Support Environment
- Environment:ChenghaoMou Text dedup Python 3 12 Environment