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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:Spcl Graph of thoughts GoT Document Merging Pipeline
- Workflow:Snorkel team Snorkel Slice Aware Training
- Workflow:Sdv dev SDV Data quality evaluation
- Workflow:Tensorflow Serving Batched Inference Pipeline
- Workflow:Openclaw Openclaw Multi Agent Routing
- Workflow:Recommenders team Recommenders SAR Collaborative Filtering
- Workflow:Google research Deduplicate text datasets Suffix array querying
- Workflow:Interpretml Interpret EBM Model Merging
- Workflow:Apache Dolphinscheduler Datasource Connection Management
- Workflow:Heibaiying BigData Notes Hive Data Warehouse Operations
Principles
- Principle:Guardrails ai Guardrails Remote Guard Connection
- Principle:Kserve Kserve Model Promotion Rollback
- Principle:Anthropics Anthropic sdk python Parsed Output Access
- Principle:Mlc ai Mlc llm Engine Configuration
- Principle:Confident ai Deepeval API Key Management
- Principle:CrewAIInc CrewAI Embedding Configuration
- Principle:Ollama Ollama HardwareDiscovery
- Principle:Treeverse LakeFS Integration Test Utilities
- Principle:Vespa engine Vespa Indexing Error Handling
- Principle:DataTalksClub Data engineering zoomcamp Schema Normalization
Implementations
- Implementation:Infiniflow Ragflow PackageLock Dependencies
- Implementation:Ollama Ollama ML Backend
- Implementation:Ray project Ray Buildkite Aarch64 Pipeline
- Implementation:PrefectHQ Prefect Worker CLI Commands
- Implementation:Vibrantlabsai Ragas Text2SQL Validate Dataset
- Implementation:Hpcaitech ColossalAI Zero Bubble Consumer
- Implementation:Pola rs Polars DataFrame Group By
- Implementation:Eric mitchell Direct preference optimization Get Batch Logps
- Implementation:FlowiseAI Flowise ChatInputHistory
- Implementation:Google deepmind Dm control Viewer Util
Heuristics
- Heuristic:Openai Openai agents python Tool Choice Reset Prevents Loops
- Heuristic:Facebookresearch Habitat lab Warning Deprecated Legacy UI System
- Heuristic:Openclaw Openclaw Retry With Exponential Backoff
- Heuristic:SeleniumHQ Selenium Warning Deprecated Proxy FTP Methods
- Heuristic:LaurentMazare Tch rs Device Fallback Pattern
- Heuristic:Diagram of thought Diagram of thought Acyclicity Constraint Enforcement
- Heuristic:Openai Openai node RunTools Loop Limit
- Heuristic:Openai Openai python Warning Deprecated Legacy Response
- Heuristic:NVIDIA DALI Memory Pool Tuning
- Heuristic:Bitsandbytes foundation Bitsandbytes Compressed Statistics Double Quantization
Environments
- Environment:Getgauge Taiko Node Runtime
- Environment:FlowiseAI Flowise Queue Mode Environment
- Environment:Vllm project Vllm AMD ROCm
- Environment:Iamhankai Forest of Thought Python CUDA Runtime
- Environment:Openclaw Openclaw Node 22 Runtime
- Environment:Roboflow Rf detr Python GPU Environment
- Environment:Puppeteer Puppeteer Node 18 Runtime
- Environment:Mlc ai Mlc llm Metal macOS iOS Environment
- Environment:Datahub project Datahub Frontend Build
- Environment:Huggingface Datasets Image Dependencies