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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:Openai Openai agents python Guardrails Secured Agent
- Workflow:Microsoft Semantic kernel Agent Conversation And Orchestration
- Workflow:FlagOpen FlagEmbedding Embedder Inference
- Workflow:Lance format Lance Table Optimization
- Workflow:Openai Whisper Language Detection And Decoding
- Workflow:Lance format Lance Dataset Lifecycle
- Workflow:Bigscience workshop Petals Distributed Text Generation
- Workflow:Langchain ai Langgraph Building a Stateful Graph
- Workflow:Shiyu coder Kronos CSV Finetuning
- Workflow:Unstructured IO Unstructured Document Partitioning
Principles
- Principle:Tensorflow Serving Version Label Routing
- Principle:Turboderp org Exllamav2 Sampling Configuration
- Principle:Lance format Lance Full Text Query Execution
- Principle:OpenGVLab InternVL Weight Format Conversion
- Principle:CrewAIInc CrewAI Tool Execution And Monitoring
- Principle:Astronomer Astronomer cosmos Profile Configuration
- Principle:Unslothai Unsloth Model Merging And Saving
- Principle:Microsoft Agent framework Approval Request Presentation
- Principle:Anthropics Anthropic sdk python Beta Type System
- Principle:LaurentMazare Tch rs PyO3 Tensor Bridge
Implementations
- Implementation:Bigscience workshop Petals Distributed Evaluation Loop
- Implementation:FlagOpen FlagEmbedding MiniCPM Reranker Layerwise
- Implementation:Apache Airflow ListenerManager Hooks
- Implementation:OpenGVLab InternVL Classification Utils
- Implementation:Treeverse LakeFS Java SDK InternalApi
- Implementation:EvolvingLMMs Lab Lmms eval SciBench Utils
- Implementation:Online ml River Stats Var
- Implementation:Spotify Luigi RemoteTarget SSH
- Implementation:Explodinggradients Ragas MemorableNames Class
- Implementation:Helicone Helicone Health Check Tests
Heuristics
- Heuristic:Vespa engine Vespa Warning Deprecated Cloud API Constructors
- Heuristic:Microsoft BIPIA BF16 Compute Capability Check
- Heuristic:Mage ai Mage ai HTTP Request Timeout Defaults
- Heuristic:Pola rs Polars Avoid Lambda In Aggregation
- Heuristic:Google deepmind Dm control Rendering Backend Selection Tips
- Heuristic:Vllm project Vllm Attention Backend Selection
- Heuristic:Unslothai Unsloth Gradient Checkpointing Modes
- Heuristic:Nautechsystems Nautilus trader Order Rate Limiting Configuration
- Heuristic:Sdv dev SDV HMA Schema Simplification
- Heuristic:Truera Trulens Temperature Zero For Deterministic Scoring
Environments
- Environment:SeldonIO Seldon core GPU Inference Environment
- Environment:Vllm project Vllm AWS ECR
- Environment:Vibrantlabsai Ragas Python 3 9 Core Environment
- Environment:Dotnet Machinelearning Platform Architecture Support
- Environment:Evidentlyai Evidently Node Frontend Environment
- Environment:Fastai Fastbook NLP SpaCy Environment
- Environment:Microsoft Onnxruntime Sklearn Conversion Environment
- Environment:Princeton nlp SimPO CUDA Training
- Environment:Ray project Ray Python Runtime Environment
- Environment:Kserve Kserve Cert Manager