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1,118
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:Hpcaitech ColossalAI RAG Application
- Workflow:Apache Paimon Blob Storage With Descriptors
- Workflow:AnswerDotAI RAGatouille In Memory Retrieval
- Workflow:NVIDIA NeMo Curator Fuzzy Deduplication
- Workflow:Microsoft LoRA LoRA Integration
- Workflow:Rapidsai Cuml Random Forest Training And Inference
- Workflow:MaterializeInc Materialize dbt Integration
- Workflow:Webdriverio Webdriverio Cloud Service Integration
- Workflow:Googleapis Python genai Image Generation Pipeline
- Workflow:Mage ai Mage ai API Source Extraction
Principles
- Principle:MarketSquare Robotframework browser HTTP Request Execution
- Principle:Openai Whisper Model Loading
- Principle:Cleanlab Cleanlab Issue Summarization
- Principle:Recommenders team Recommenders Benchmark Data Preparation
- Principle:Alibaba MNN Diffusion Model Acquisition
- Principle:Mlc ai Web llm Text Completion Configuration
- Principle:Eventual Inc Daft Type Casting
- Principle:Webdriverio Webdriverio WebDriver Error Handling
- Principle:Triton inference server Server QA Shell Test Infrastructure
- Principle:NVIDIA DALI Custom Operator Build System
Implementations
- Implementation:Ucbepic Docetl ThemeContext
- Implementation:Apache Flink Mapreduce HadoopInputFormatBase
- Implementation:Apache Dolphinscheduler FailoverCoordinator Failover
- Implementation:Openai Openai node Completions Create
- Implementation:Openai Whisper Split To Word Tokens
- Implementation:Openclaw Openclaw RunCli
- Implementation:Neuml Txtai Reranker
- Implementation:Microsoft Autogen Studio Chat View
- Implementation:Ggml org Llama cpp Common Speculative Init
- Implementation:Ollama Ollama Llama Models Registry
Heuristics
- Heuristic:Shiyu coder Kronos Sampling Temperature Tuning
- Heuristic:Mlflow Mlflow Batch Logging Size Limits
- Heuristic:Apache Spark K8s Container Patterns
- Heuristic:OpenRLHF OpenRLHF vLLM Embedding Resize Warning
- Heuristic:Microsoft Agent framework Tool Approval Mode Production
- Heuristic:Astronomer Astronomer cosmos Deprecation Migration Paths
- Heuristic:Kornia Kornia Numerical Stability Patterns
- Heuristic:Openai Openai agents python MCP Server Lifecycle Management
- Heuristic:PacktPublishing LLM Engineers Handbook Token Window Safety Margin
- Heuristic:Microsoft LoRA LoRA Init Strategy
Environments
- Environment:Interpretml Interpret Blackbox Explainer Dependencies
- Environment:ARISE Initiative Robosuite MuJoCo Python
- Environment:Ucbepic Docetl LLM API Keys
- Environment:Apache Dolphinscheduler Database Backend
- Environment:Bentoml BentoML NVIDIA GPU Resource
- Environment:DataExpert io Data engineer handbook Statsig API Environment
- Environment:Interpretml Interpret Python Core Environment
- Environment:Sgl project Sglang Kubernetes
- Environment:Haotian liu LLaVA Python CUDA Training Environment
- Environment:Unstructured IO Unstructured PDF Dependencies