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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:Rapidsai Cuml Dimensionality Reduction
- Workflow:Infiniflow Ragflow Agent Workflow Building
- Workflow:Evidentlyai Evidently Monitoring Dashboard Setup
- Workflow:Google research Deduplicate text datasets Wiki40B TFDS deduplication
- Workflow:Webdriverio Webdriverio Page Object Pattern
- Workflow:Nautechsystems Nautilus trader Strategy development
- Workflow:Spcl Graph of thoughts GoT Sorting Pipeline
- Workflow:Googleapis Python genai Multi Turn Chat
- Workflow:FlowiseAI Flowise Agentflow V2 Creation
- Workflow:Openai Openai agents python Multi Agent Handoff
Principles
- Principle:Kubeflow Kubeflow Feature Development Tracking
- Principle:Lm sys FastChat Train Test Data Splitting
- Principle:Apache Hudi Clustering Strategy Configuration
- Principle:FMInference FlexLLMGen Resource Cleanup
- Principle:Langchain ai Langgraph Development Server
- Principle:Helicone Helicone Proxy Interception
- Principle:FMInference FlexLLMGen Distributed Communication Abstraction
- Principle:Shiyu coder Kronos Web UI Prediction Service
- Principle:Scikit learn Scikit learn Gaussian Process
- Principle:Triton inference server Server Performance Verification
Implementations
- Implementation:Anthropics Anthropic sdk python MessageStream Get Final
- Implementation:Anthropics Anthropic sdk python Exceptions
- Implementation:Sgl project Sglang ModelConfig And LoadConfig
- Implementation:Ggml org Ggml Gpt tokenize
- Implementation:Hiyouga LLaMA Factory API Protocol
- Implementation:Apache Paimon FormatReadBuilder
- Implementation:EvolvingLMMs Lab Lmms eval VSIBench Utils
- Implementation:Spotify Luigi Deps Tool
- Implementation:CrewAIInc CrewAI Delegation Tools
- Implementation:Tensorflow Serving Tflite Interpreter Pool
Heuristics
- Heuristic:Alibaba ROLL Numerical Stability Epsilon
- Heuristic:Elevenlabs Elevenlabs python Text Chunking Splitter Characters
- Heuristic:Pytorch Serve Torch Compile Best Practices
- Heuristic:Deepseek ai Janus Bfloat16 Operation Workarounds
- Heuristic:Pola rs Polars Lazy Over Eager Preference
- Heuristic:Puppeteer Puppeteer Chrome Default Launch Arguments
- Heuristic:Deepset ai Haystack Document Splitting Defaults
- Heuristic:Iterative Dvc Run Cache Restoration Strategy
- Heuristic:Apache Spark Serialization Optimization
- Heuristic:Marker Inc Korea AutoRAG Module Selection Strategies
Environments
- Environment:Facebookresearch Habitat lab SLURM Distributed Environment
- Environment:Allenai Open instruct Docker Container
- Environment:Spotify Luigi Tornado Web Server
- Environment:MaterializeInc Materialize Kubernetes Helm Runtime
- Environment:Onnx Onnx Cpp Build Environment
- Environment:Risingwavelabs Risingwave Docker Deployment Environment
- Environment:Lakeraai Pint benchmark Python 310 With Pandas
- Environment:Mistralai Client python Azure Deployment Environment
- Environment:Microsoft Onnxruntime Distributed Training Environment
- Environment:Sktime Pytorch forecasting Optuna Tuning Dependencies