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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:Mlc ai Web llm Chrome Extension Integration
- Workflow:Googleapis Python genai Text Content Generation
- Workflow:Langfuse Langfuse Evaluation pipeline
- Workflow:Danijar Dreamerv3 Evaluation Only
- Workflow:Explodinggradients Ragas Metric Prompt Optimization
- Workflow:Unstructured IO Unstructured Chunking And Embedding
- Workflow:Openai Evals Implementing a custom completion function
- Workflow:Ucbepic Docetl Python API Pipeline
- Workflow:Isaac sim IsaacGymEnvs Domain Randomization Training
- Workflow:VainF Torch Pruning Sparse Training Pruning
Principles
- Principle:Liu00222 Open Prompt Injection Configuration Loading
- Principle:Promptfoo Promptfoo Telemetry Collection
- Principle:Mage ai Mage ai SQL Schema Discovery
- Principle:Getgauge Taiko Checkbox Interaction
- Principle:Puppeteer Puppeteer JavaScript Object Handling
- Principle:Ggml org Llama cpp Memory Management
- Principle:PacktPublishing LLM Engineers Handbook Self Query Metadata Extraction
- Principle:Roboflow Rf detr Checkpoint Management
- Principle:Avhz RustQuant Foreign Exchange
- Principle:Volcengine Verl Parallel Actor Critic Update
Implementations
- Implementation:Huggingface Peft Diffusion PEFT Adapter
- Implementation:Microsoft Playwright Client EventEmitter
- Implementation:NVIDIA TransformerEngine Normalization C API
- Implementation:Puppeteer Puppeteer Bidi Core Request
- Implementation:Infiniflow Ragflow String Utils
- Implementation:Langchain ai Langgraph CLI Config Schema V0
- Implementation:Datahub project Datahub SparkPathUtils
- Implementation:Hpcaitech ColossalAI ColossalCloudLLM
- Implementation:Recommenders team Recommenders SSEPT Model
- Implementation:Evidentlyai Evidently Legacy Metric Calculation
Heuristics
- Heuristic:ContextualAI HALOs FSDP Sampling Workaround
- Heuristic:Evidentlyai Evidently Drift Detection Thresholds
- Heuristic:Iamhankai Forest of Thought Early Stop Majority Vote
- Heuristic:Ollama Ollama Multimodal Parallel Restriction
- Heuristic:Dotnet Machinelearning Text File Sampling Strategy
- Heuristic:Puppeteer Puppeteer Timeout Hierarchy
- Heuristic:Apache Kafka Coordinator Loading Commit Interval
- Heuristic:Truera Trulens Trace Compression Token Limits
- Heuristic:Huggingface Peft Warning Deprecated Bone
- Heuristic:Helicone Helicone Provider URL Regex Priority
Environments
- Environment:Lm sys FastChat Python Core Dependencies
- Environment:Shiyu coder Kronos HuggingFace Hub Access
- Environment:Webdriverio Webdriverio Node Runtime Environment
- Environment:Apache Hudi Java Maven Build Environment
- Environment:Marker Inc Korea AutoRAG API Keys And Credentials
- Environment:Sgl project Sglang Kubernetes
- Environment:Neuml Txtai GPU Accelerator Environment
- Environment:HKUDS AI Trader API Credentials
- Environment:Nautechsystems Nautilus trader Asyncio Uvloop Event Loop
- Environment:Microsoft Semantic kernel DotNet SDK Environment