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:LaurentMazare Tch rs LLM Text Generation
- Workflow:Ucbepic Docetl Pipeline Optimization
- Workflow:OpenRLHF OpenRLHF SFT Training
- Workflow:TA Lib Ta lib python Abstract API Usage
- Workflow:Roboflow Rf detr ONNX Export
- Workflow:FlowiseAI Flowise Evaluation Pipeline
- Workflow:Spcl Graph of thoughts GoT Sorting Pipeline
- Workflow:TobikoData Sqlmesh Environment management
- Workflow:Eventual Inc Daft SQL Query Analytics
- Workflow:Pola rs Polars Data IO and Format Conversion
Principles
- Principle:OpenRLHF OpenRLHF Prompt Dataset Construction
- Principle:LLMBook zh LLMBook zh github io Checkpoint Saving
- Principle:CrewAIInc CrewAI Knowledge Attachment
- Principle:Lucidrains X transformers Non Autoregressive Wrapper Setup
- Principle:Pyro ppl Pyro Algebraic Semirings
- Principle:Apache Hudi Bucket Assignment
- Principle:Datahub project Datahub CLI Installation
- Principle:Bigscience workshop Petals Classification Model Loading
- Principle:Google deepmind Mujoco Resource Cleanup
- Principle:Haosulab ManiSkill Action Space Normalization
Implementations
- Implementation:Facebookresearch Audiocraft JASCO get pretrained
- Implementation:Webdriverio Webdriverio BrowserStack Launcher
- Implementation:Huggingface Diffusers ModelMixin From Pretrained Quantized
- Implementation:Teamcapybara Capybara Minitest Assertions
- Implementation:Zai org CogVideo Load Lora Weights Fuse
- Implementation:Iterative Dvc Repo Diff
- Implementation:Langchain ai Langgraph Auth HTTPException
- Implementation:Facebookresearch Habitat lab HumanoidPickPolicy
- Implementation:Intel Ipex llm Vllm Online Benchmark
- Implementation:Allenai Open instruct HFDataLoader
Heuristics
- Heuristic:Risingwavelabs Risingwave Stream Chunk Sizing
- Heuristic:Openai CLIP L2 Normalization For Cosine Similarity
- Heuristic:Openai Whisper SDPA Disabling For Attention Extraction
- Heuristic:Langchain ai Langgraph Durability Mode Selection
- Heuristic:Huggingface Open r1 Distributed Training Configuration
- Heuristic:FlowiseAI Flowise Document Loader Bypass Optimization
- Heuristic:Open compass VLMEvalKit WORLD SIZE Unset For Model Building
- Heuristic:EvolvingLMMs Lab Lmms eval Memory Cleanup After Inference
- Heuristic:Googleapis Python genai AFC Max Remote Calls Limit
- Heuristic:Puppeteer Puppeteer Navigation Race Condition Avoidance
Environments
- Environment:Lance format Lance SIMD And Platform Requirements
- Environment:Confident ai Deepeval LLM Provider Credentials
- Environment:Mlfoundations Open flamingo Evaluation Dependencies
- Environment:Zai org CogVideo Video Captioning Environment
- Environment:Lm sys FastChat GPU CUDA Inference
- Environment:Volcengine Verl SGLang Rollout Environment
- Environment:Vllm project Vllm Environment Variables
- Environment:Apache Kafka Docker Build Environment
- Environment:Apache Kafka Gradle Build Environment
- Environment:Togethercomputer Together python Fine Tuning Data Requirements