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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.
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| 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:Predibase Lorax Structured JSON Output
- Workflow:Dagster io Dagster ETL Pipeline
- Workflow:PrefectHQ Prefect Web Scraping Pipeline
- Workflow:Recommenders team Recommenders Algorithm Benchmarking
- Workflow:Huggingface Optimum Model Export
- Workflow:Microsoft Playwright Network mocking and interception
- Workflow:Langfuse Langfuse Evaluation pipeline
- Workflow:Obss Sahi COCO Evaluation
- Workflow:Kornia Kornia Image Feature Matching
- Workflow:DataExpert io Data engineer handbook PySpark Iceberg Job Execution
Principles
- Principle:OpenHands OpenHands Action Server Startup
- Principle:Openai Openai agents python Streamed Run Invocation
- Principle:Hpcaitech ColossalAI Distributed Model Inference
- Principle:Triton inference server Server Container Verification
- Principle:Spotify Luigi External Process Execution
- Principle:Microsoft Autogen Swarm Execution
- Principle:NVIDIA TransformerEngine Gemma TE Model Entry Point
- Principle:Intel Ipex llm DPO Model Loading
- Principle:Togethercomputer Together python Embedding Generation
- Principle:Volcengine Verl FSDP Distributed Training
Implementations
- Implementation:Openai Openai python Realtime Session Update
- Implementation:Heibaiying BigData Notes Spark Agg and Join API
- Implementation:Obss Sahi Get Prediction
- Implementation:HKUDS AI Trader Get Agent Class
- Implementation:Testtimescaling Testtimescaling github io Json Paper Registration
- Implementation:Apache Paimon FunctionImpl
- Implementation:CARLA simulator Carla WalkerEvent
- Implementation:ArroyoSystems Arroyo Sql Rewriters
- Implementation:Avhz RustQuant Finite Difference Pricer
- Implementation:Microsoft Playwright Dom
Heuristics
- Heuristic:Google deepmind Mujoco Mesh Quality For Collision
- Heuristic:Puppeteer Puppeteer Navigation Race Condition Avoidance
- Heuristic:Microsoft Agent framework Tool Approval Mode Production
- Heuristic:Microsoft Autogen Warning Deprecated JSON Env Files
- Heuristic:Avhz RustQuant Discretization Scheme Selection
- Heuristic:OWASP Www project top 10 for large language model applications Deliberately Insecure Code Isolation
- Heuristic:Apache Spark Hardware Provisioning Tips
- Heuristic:Farama Foundation Gymnasium Shared Memory Vector Env Optimization
- Heuristic:Apache Spark Serialization Optimization
- Heuristic:Explodinggradients Ragas Retry And Backoff Configuration
Environments
- Environment:Ggml org Llama cpp Python Conversion Environment
- Environment:Treeverse LakeFS Spark GC Environment
- Environment:Fastai Fastbook Python FastAI Environment
- Environment:Dagster io Dagster PostgreSQL Storage
- Environment:Allenai Open instruct Docker Container
- Environment:Risingwavelabs Risingwave Python Tooling Environment
- Environment:Openai Openai node Node 20 Runtime
- Environment:Openai Evals Optional Provider APIs
- Environment:Sgl project Sglang Python Dependencies
- Environment:Ray project Ray CI Build Matrix Environment