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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:SeleniumHQ Selenium Browser Session Setup
- Workflow:Openclaw Openclaw Docker Deployment
- Workflow:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Data Ingestion
- Workflow:Mlc ai Web llm Chrome Extension Integration
- Workflow:MarketSquare Robotframework browser API Testing via Browser
- Workflow:Infiniflow Ragflow Chat Application Setup
- Workflow:Guardrails ai Guardrails Structured Data Generation
- Workflow:PrefectHQ Prefect Database Cleanup With Approval
- Workflow:Risingwavelabs Risingwave Sink Connector Pipeline
- Workflow:Huggingface Diffusers DreamBooth Personalization
Principles
- Principle:Openai CLIP Contrastive Similarity Prediction
- Principle:Ucbepic Docetl Pipeline Execution Streaming
- Principle:Huggingface Datasets Streaming Skip
- Principle:Alibaba ROLL SFT Validation
- Principle:CrewAIInc CrewAI Tool Implementation
- Principle:Webdriverio Webdriverio UtilityPattern
- Principle:Microsoft DeepSpeedExamples ZeRO Inference Environment
- Principle:Confident ai Deepeval Document Chunking
- Principle:DataExpert io Data engineer handbook AB Test SDK Initialization
- Principle:Mlc ai Web llm Chat Request Configuration
Implementations
- Implementation:Langgenius Dify ORPC Client
- Implementation:Microsoft DeepSpeedExamples BingBert PytorchModeling
- Implementation:Truera Trulens Otel Span Constants
- Implementation:Hpcaitech ColossalAI Trainer Callback Base
- Implementation:InternLM Lmdeploy BlockIterator
- Implementation:Google deepmind Dm control GLFW GUI
- Implementation:Huggingface Transformers AutoModelForCausalLM From Pretrained For Training
- Implementation:Apache Paimon ViewChange
- Implementation:Togethercomputer Together python FineTuning Monitoring
- Implementation:NVIDIA NeMo Curator ImageNSFWFilterStage
Heuristics
- Heuristic:Google deepmind Dm control Prop Settling Physics Tuning
- Heuristic:Vllm project Vllm GPU Memory Utilization Tuning
- Heuristic:Lucidrains X transformers Sampling Temperature Strategy
- Heuristic:Protectai Llm guard Fail Fast Early Exit
- Heuristic:InternLM Lmdeploy KV Quantization Tradeoffs
- Heuristic:Nautechsystems Nautilus trader Order Rate Limiting Configuration
- Heuristic:Langgenius Dify Gevent Monkey Patching Order
- Heuristic:Alibaba ROLL GPU Memory Offload Strategy
- Heuristic:DataExpert io Data engineer handbook Watermark Late Arrival Tolerance
- Heuristic:DevExpress Testcafe Browser Connection Timeouts
Environments
- Environment:Togethercomputer Together python API Credentials
- Environment:DevExpress Testcafe Docker Xvfb Container
- Environment:Apache Flink Node Build Environment
- Environment:HKUDS AI Trader MCP Services
- Environment:Mlc ai Mlc llm OpenCL Android Environment
- Environment:Deepset ai Haystack GPU Device Environment
- Environment:Vibrantlabsai Ragas LLM Provider Credentials
- Environment:PacktPublishing LLM Engineers Handbook AWS SageMaker GPU Environment
- Environment:Webdriverio Webdriverio Cloud Service Credentials
- Environment:Bitsandbytes foundation Bitsandbytes ROCm AMD Environment