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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:Apache Shardingsphere Cluster Mode Initialization
- Workflow:Cohere ai Cohere python AWS Bedrock Deployment
- Workflow:Apache Airflow Kubernetes Deployment via Helm
- Workflow:Fede1024 Rust rdkafka Mock Cluster Testing
- Workflow:LLMBook zh LLMBook zh github io Supervised Finetuning
- Workflow:Sgl project Sglang Frontend Language Multi Turn Chat
- Workflow:Getgauge Taiko Form Interaction Testing
- Workflow:Langfuse Langfuse Prompt management lifecycle
- Workflow:Ucbepic Docetl Playground Interactive Development
- Workflow:Duckdb Duckdb Source Amalgamation And Packaging
Principles
- Principle:Spotify Luigi Metrics Collection
- Principle:Trailofbits Fickling Pickle Allowlist Enforcement
- Principle:MarketSquare Robotframework browser Installation Path Selection
- Principle:Scikit learn contrib Imbalanced learn Benchmark Dataset Loading
- Principle:Apache Dolphinscheduler State Reconciliation
- Principle:Google deepmind Mujoco Thread Pool Management
- Principle:Duckdb Duckdb PostgreSQL SQL Parsing
- Principle:Openai Evals Result Recording
- Principle:Sdv dev SDV Inequality Constraint
- Principle:Openai Evals LangChain Integration
Implementations
- Implementation:Langchain ai Langgraph Config Graph Paths
- Implementation:Online ml River Drift DriftRetrainingClassifier
- Implementation:ArroyoSystems Arroyo Fluvio Connector
- Implementation:Vibrantlabsai Ragas LangChainEvaluatorChain
- Implementation:Huggingface Datatrove EndpointInferenceServer
- Implementation:FlowiseAI Flowise PromptLangsmithHubDialog
- Implementation:Speechbrain Speechbrain Train CVSS S2UT
- Implementation:FlagOpen FlagEmbedding LLM Reranker Layerwise Modeling
- Implementation:OpenHands OpenHands SaaSExperimentManager
- Implementation:Open compass VLMEvalKit VDC
Heuristics
- Heuristic:Hpcaitech ColossalAI Warning Deprecated Ray Detached PPO
- Heuristic:AnswerDotAI RAGatouille Index Rebuild Vs Update Decision
- Heuristic:ChenghaoMou Text dedup Fingerprint Batch Size One
- Heuristic:Alibaba MNN Weight Quantization Strategy
- Heuristic:Cleanlab Cleanlab KNN Distance Metric Selection
- Heuristic:Infiniflow Ragflow Reranking Weight Tuning
- Heuristic:Openclaw Openclaw Config Cascade Resolution
- Heuristic:Fastai Fastbook Embedding Size Rule
- Heuristic:NVIDIA TransformerEngine FP8 Checkpoint Compatibility
- Heuristic:Isaac sim IsaacGymEnvs JIT Profiling Optimization
Environments
- Environment:Vespa engine Vespa CMake Cpp23 Build Environment
- Environment:Deepspeedai DeepSpeed XPU Environment
- Environment:OWASP Www project top 10 for large language model applications Pydantic Invoice Agent Runtime
- Environment:Hpcaitech ColossalAI ColossalChat Training Environment
- Environment:Turboderp org Exllamav2 Build Toolchain
- Environment:ClickHouse ClickHouse OpenSSL Runtime
- Environment:Unstructured IO Unstructured Ingest CLI
- Environment:Sail sg LongSpec Training Environment
- Environment:Vllm project Vllm AMD ROCm
- Environment:Alibaba MNN GPU OpenCL Environment