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:Openai Evals Building a custom eval
- Workflow:OpenGVLab InternVL Multi Stage Pretraining
- Workflow:Pyro ppl Pyro Discrete Enumeration
- Workflow:Apache Paimon Vector Similarity Search
- Workflow:Deepspeedai DeepSpeed Hybrid Engine RLHF Training
- Workflow:Rapidsai Cuml Random Forest Training And Inference
- Workflow:Risingwavelabs Risingwave Docker Deployment
- Workflow:Apache Beam Portable Pipeline Submission
- Workflow:Promptfoo Promptfoo Custom Provider Integration
- Workflow:ARISE Initiative Robomimic Hyperparameter Sweep
Principles
- Principle:FlowiseAI Flowise Vector Store Query
- Principle:Mlc ai Web llm Chrome Extension Manifest
- Principle:Huggingface Datatrove Media Writing Framework
- Principle:LaurentMazare Tch rs SGD Optimization
- Principle:Mlflow Mlflow Trace Search and Analysis
- Principle:Huggingface Optimum Sequential Block Quantization
- Principle:Apache Beam Twister2 Execution and Result Collection
- Principle:Ucbepic Docetl Chunk Processing
- Principle:FlowiseAI Flowise Edge Connection
- Principle:Confident ai Deepeval Synthetic Data Synthesis
Implementations
- Implementation:InternLM Lmdeploy Core SmemLayout
- Implementation:Langfuse Langfuse API LLM Connections Schema
- Implementation:TobikoData Sqlmesh ReportErrors
- Implementation:FlagOpen FlagEmbedding MLVU Order Data
- Implementation:Duckdb Duckdb Generate Settings
- Implementation:Hpcaitech ColossalAI GRPOConsumer
- Implementation:CrewAIInc CrewAI Code Interpreter Tool
- Implementation:Teamcapybara Capybara Edge Node
- Implementation:Haosulab ManiSkill ProcTHORMeta
- Implementation:Apache Beam Twister2Runner ZipDependencies
Heuristics
- Heuristic:Apache Airflow Database Lock Handling
- Heuristic:PeterL1n BackgroundMattingV2 Data Augmentation Strategy
- Heuristic:Trailofbits Fickling Severity Threshold Selection
- Heuristic:Tensorflow Serving Batching Thread Tuning
- Heuristic:Microsoft Semantic kernel Custom HttpClient Retry Policy
- Heuristic:TA Lib Ta lib python Thread Safety With Abstract API
- Heuristic:Princeton nlp SimPO Dropout Disabling
- Heuristic:Alibaba MNN NC4HW4 Data Layout
- Heuristic:Hpcaitech ColossalAI Empty Cache Between Phases
- Heuristic:LaurentMazare Tch rs Device Fallback Pattern
Environments
- Environment:Puppeteer Puppeteer Configuration Environment Variables
- Environment:Unslothai Unsloth CUDA BitsAndBytes
- Environment:Langchain ai Langgraph Postgres Checkpoint Environment
- Environment:InternLM Lmdeploy Python Dependencies
- Environment:Nightwatchjs Nightwatch Node 18 Runtime
- Environment:Openai CLIP Python Dependencies
- Environment:Deepseek ai Janus CUDA GPU Environment
- Environment:Ggml org Llama cpp Vulkan GPU Environment
- Environment:Speechbrain Speechbrain Multi GPU DDP
- Environment:Sgl project Sglang Web