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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:Ucbepic Docetl YAML Pipeline Execution
- Workflow:Deepseek ai Janus Autoregressive Image Generation
- Workflow:Microsoft Playwright Browser automation CLI
- Workflow:Huggingface Diffusers ControlNet Guided Generation
- Workflow:Truera Trulens RAG With Guardrails
- Workflow:NVIDIA NeMo Aligner RLHF PPO Training
- Workflow:Openai Openai python Embeddings Generation
- Workflow:Promptfoo Promptfoo LLM Evaluation
- Workflow:Unslothai Unsloth Model Export And Deployment
- Workflow:Trailofbits Fickling Safe ML Model Loading
Principles
- Principle:Openai CLIP Image Feature Encoding
- Principle:CARLA simulator Carla Obstacle Detection
- Principle:BerriAI Litellm Cache Initialization
- Principle:Lucidrains X transformers Universal Pretraining
- Principle:Apache Dolphinscheduler Query Execution Through Connection
- Principle:Shiyu coder Kronos Topk Dropout Portfolio Strategy
- Principle:Kubeflow Pipelines Pipeline Composition
- Principle:FlowiseAI Flowise API Documentation
- Principle:Predibase Lorax Model Registry Selection
- Principle:Webdriverio Webdriverio Performance Reporting
Implementations
- Implementation:Turboderp org Exllamav2 ExLlamaV2DynamicGenerator Set Loras
- Implementation:Ggml org Ggml Sycl dequantize
- Implementation:Spotify Luigi RemoteScheduler Worker
- Implementation:HKUDS AI Trader MCPServiceManager Start All Services
- Implementation:Microsoft Onnxruntime DataLoader Init
- Implementation:CrewAIInc CrewAI MultiOn Tool
- Implementation:LMCache LMCache RWLock
- Implementation:Google deepmind Dm control Soccer Walker Team Setup
- Implementation:Infiniflow Ragflow ConversationService Save And Chat
- Implementation:Webdriverio Webdriverio XPath Conditions
Heuristics
- Heuristic:Groq Groq python Timeout Configuration
- Heuristic:AnswerDotAI RAGatouille Collection Size Index Tuning
- Heuristic:Vibrantlabsai Ragas Warning Deprecated Legacy LLM Wrappers
- Heuristic:Online ml River SNARIMAX Default Regressor Pipeline
- Heuristic:DevExpress Testcafe Assertion Retry Timing
- Heuristic:Heibaiying BigData Notes HBase Connection Thread Safety Tip
- Heuristic:Huggingface Optimum Dummy Input Shape Defaults
- Heuristic:Huggingface Optimum Device Offload Constraints
- Heuristic:Openclaw Openclaw Plugin Dependency Gotchas
- Heuristic:Helicone Helicone Anthropic Cache Double Count Prevention
Environments
- Environment:Allenai Open instruct Python 3 12 Runtime
- Environment:Mlc ai Mlc llm TVM Runtime Environment
- Environment:Speechbrain Speechbrain Speech Enhancement Dependencies
- Environment:LaurentMazare Tch rs Python Interop Environment
- Environment:Huggingface Alignment handbook Evaluation Tools
- Environment:SeleniumHQ Selenium Selenium Manager Runtime
- Environment:Heibaiying BigData Notes Hadoop CDH Environment
- Environment:Promptfoo Promptfoo Browser Automation
- Environment:Dotnet Machinelearning OneDal Acceleration
- Environment:Huggingface Diffusers Attention Backends