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:Google deepmind Mujoco Simulation benchmarking
- Workflow:PacktPublishing LLM Engineers Handbook Model Evaluation
- Workflow:Evidentlyai Evidently Text Data Quality Evaluation
- Workflow:Openai Openai agents python Human In The Loop Approval
- Workflow:OpenRLHF OpenRLHF Iterative DPO
- Workflow:Zai org CogVideo Video Editing DDIM Inversion
- Workflow:Ucbepic Docetl Pipeline Optimization
- Workflow:Avhz RustQuant Stochastic Process Simulation
- Workflow:Helicone Helicone Cost Calculation Pipeline
- Workflow:Liu00222 Open Prompt Injection DataSentinel Detection
Principles
- Principle:Bentoml BentoML Runtime Environment Definition
- Principle:Online ml River API Documentation Generation
- Principle:Pyro ppl Pyro Full Rank Variational Inference
- Principle:FlowiseAI Flowise Workspace Navigation
- Principle:Pyro ppl Pyro Stochastic Optimization
- Principle:Iamhankai Forest of Thought Answer Extraction
- Principle:Huggingface Optimum Preprocessor Persistence
- Principle:HKUDS AI Trader Parallel Agent Execution
- Principle:Teamcapybara Capybara Driver Registration
- Principle:ClickHouse ClickHouse IEEE754 Float Decomposition
Implementations
- Implementation:Tensorflow Serving Unique Ptr With Deps
- Implementation:ArroyoSystems Arroyo Udf State
- Implementation:Facebookresearch Audiocraft NormConv
- Implementation:Apache Druid TransformTable
- Implementation:SeldonIO Seldon core Seldon Model Status Explainer
- Implementation:Deepset ai Haystack TextFileToDocument
- Implementation:Apache Hudi FileIndex GetFilesInPartitions
- Implementation:Predibase Lorax GPTQ Utils Custom Autotune
- Implementation:TobikoData Sqlmesh PlanApplyStageTracker
- Implementation:Online ml River Bandit Envs KArmedTestbed
Heuristics
- Heuristic:Confident ai Deepeval Dotenv Loading Order
- Heuristic:Mlc ai Web llm Multi Round KV Cache Reuse
- Heuristic:HKUDS AI Trader Position File Locking
- Heuristic:LLMBook zh LLMBook zh github io Deduplication Ngram Threshold
- Heuristic:Microsoft LoRA LoRA Init Strategy
- Heuristic:Open compass VLMEvalKit WORLD SIZE Unset For Model Building
- Heuristic:Puppeteer Puppeteer Timeout Hierarchy
- Heuristic:Langgenius Dify Token Refresh Loop Prevention
- Heuristic:Bentoml BentoML Warning Deprecated Server Module
- Heuristic:Facebookresearch Audiocraft FSDP Distributed Training Tips
Environments
- Environment:Huggingface Open r1 vLLM Server
- Environment:Mlflow Mlflow GPU System Metrics Environment
- Environment:Dotnet Machinelearning OneDal Acceleration
- Environment:Lakeraai Pint benchmark Python 310 With Transformers
- Environment:Interpretml Interpret Native Libebm Environment
- Environment:Bigscience workshop Petals CUDA Server
- Environment:Huggingface Datasets JAX Integration
- Environment:Spotify Luigi Tornado Web Server
- Environment:Mlc ai Mlc llm CUDA GPU Environment
- Environment:Microsoft Onnxruntime Nodejs Runtime Environment