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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.
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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:Openclaw Openclaw Gateway Operations And Diagnostics
- Workflow:Huggingface Datasets Dataset Streaming
- Workflow:Langgenius Dify Knowledge Base Management
- Workflow:Testtimescaling Testtimescaling github io Adding a New Paper
- Workflow:Cohere ai Cohere python Streaming Chat
- Workflow:Unstructured IO Unstructured Chunking And Embedding
- Workflow:Zai org CogVideo SAT Video Generation
- Workflow:Arize ai Phoenix LLM Evaluation Pipeline
- Workflow:Evidentlyai Evidently Data Drift Monitoring
- Workflow:Astronomer Astronomer cosmos Kubernetes dbt execution
Principles
- Principle:Webdriverio Webdriverio UtilityPattern
- Principle:Ggml org Llama cpp Chat Template Types
- Principle:CrewAIInc CrewAI Crew Assembly
- Principle:SeleniumHQ Selenium CDP Session Management
- Principle:DistrictDataLabs Yellowbrick Documentation Build
- Principle:Lucidrains X transformers Non Autoregressive Wrapper Setup
- Principle:DataExpert io Data engineer handbook Test Data Construction
- Principle:Ollama Ollama CGoBridge
- Principle:Lance format Lance Time Travel Queries
- Principle:Tencent Ncnn Hardware Capability Detection
Implementations
- Implementation:Microsoft Semantic kernel OpenAIPromptExecutionSettings
- Implementation:Online ml River Optim AdaDelta
- Implementation:Google deepmind Dm control MuJoCo Scene Export
- Implementation:InternLM Lmdeploy CudaUtils
- Implementation:PrefectHQ Prefect PrefectAgent Wrapper
- Implementation:Microsoft Playwright Client Events
- Implementation:Puppeteer Puppeteer QueryHandler
- Implementation:TobikoData Sqlmesh ModelName
- Implementation:Astronomer Astronomer cosmos Dbt Project Utils
- Implementation:Googleapis Python genai Interactions BaseClient
Heuristics
- Heuristic:Tencent Ncnn Optimize Before Quantize
- Heuristic:Langgenius Dify Gevent Monkey Patching Order
- Heuristic:Protectai Modelscan Stricter Zip Detection
- Heuristic:Openclaw Openclaw Warning Suppression For Known Deprecations
- Heuristic:Run llama Llama index Chunk Size Optimization
- Heuristic:Apache Druid Explore Compare Query Strategy
- Heuristic:OpenRLHF OpenRLHF Value Head ZeRO3 Init Tip
- Heuristic:Confident ai Deepeval Async Concurrency Tuning
- Heuristic:Farama Foundation Gymnasium Sync Vs Async VectorEnv Selection
- Heuristic:Unstructured IO Unstructured Hi Res Model Configuration
Environments
- Environment:Langfuse Langfuse S3 Compatible Storage
- Environment:Openai Whisper Triton
- Environment:PacktPublishing LLM Engineers Handbook Unsloth Finetuning Environment
- Environment:Apache Flink Python PyFlink Environment
- Environment:Intel Ipex llm XPU Serving Environment
- Environment:Unstructured IO Unstructured PDF Dependencies
- Environment:OpenGVLab InternVL Flash Attention 2
- Environment:Langgenius Dify Python Backend Environment
- Environment:Pola rs Polars Cloud Storage Environment
- Environment:Huggingface Open r1 vLLM Server