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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:Spcl Graph of thoughts GoT Sorting Pipeline
- Workflow:CARLA simulator Carla Building from Source
- Workflow:Nautechsystems Nautilus trader Live trading deployment
- Workflow:Zai org CogVideo SAT Video Generation
- Workflow:PeterL1n BackgroundMattingV2 Image matting inference
- Workflow:Isaac sim IsaacGymEnvs RL Policy Training
- Workflow:LLMBook zh LLMBook zh github io LoRA Finetuning
- Workflow:Dagster io Dagster DSPy Optimization
- Workflow:Puppeteer Puppeteer PDF Generation
- Workflow:Hiyouga LLaMA Factory DPO Preference Alignment
Principles
- Principle:Sgl project Sglang Generation Program Execution
- Principle:Scikit learn Scikit learn Manifold Learning
- Principle:Langgenius Dify Node Composition
- Principle:Datahub project Datahub Docker Prerequisites
- Principle:Huggingface Optimum CLI Command Framework
- Principle:Avhz RustQuant Bond Pricing
- Principle:Sgl project Sglang Model Quantization And Loading
- Principle:Helicone Helicone Cost Rate Lookup
- Principle:Bentoml BentoML Service Class Definition
- Principle:Microsoft Playwright Inject Browser API Mocks
Implementations
- Implementation:Apache Druid PieChartModule
- Implementation:LMCache LMCache KV Layer Groups
- Implementation:Mlflow Mlflow Set Model Version Tag
- Implementation:FMInference FlexLLMGen OptLM Init
- Implementation:FlowiseAI Flowise SignIn
- Implementation:Online ml River Drift DummyDriftDetector
- Implementation:Eventual Inc Daft Session Write Table
- Implementation:Isaac sim IsaacGymEnvs Serializable
- Implementation:Microsoft Onnxruntime CPU LSTM Grad
- Implementation:TobikoData Sqlmesh Lineage Utils
Heuristics
- Heuristic:Heibaiying BigData Notes Maven Shade Packaging Tip
- Heuristic:Huggingface Optimum GPTQ Quantization Defaults
- Heuristic:LMCache LMCache Memory Fragmentation Budget
- Heuristic:Apache Spark Partition Sizing Tips
- Heuristic:Apache Druid Explore Compare Query Strategy
- Heuristic:Cleanlab Cleanlab KNN Distance Metric Selection
- Heuristic:ContextualAI HALOs Reference Logprob Caching
- Heuristic:LMCache LMCache Prefix Based Retrieval Pattern
- Heuristic:Webdriverio Webdriverio Click Interception Workaround
- Heuristic:Langchain ai Langchain Warning Deprecated Langchain Classic
Environments
- Environment:Marker Inc Korea AutoRAG Vector Database Backends
- Environment:Allenai Open instruct Docker Container
- Environment:Langfuse Langfuse ClickHouse Analytics
- Environment:Marker Inc Korea AutoRAG VLLM Environment
- Environment:FlagOpen FlagEmbedding Finetuning Environment
- Environment:Intel Ipex llm XPU Finetuning Environment
- Environment:Alibaba ROLL Ascend NPU Environment
- Environment:Elevenlabs Elevenlabs python PyAudio
- Environment:Huggingface Alignment handbook BitsAndBytes CUDA
- Environment:TobikoData Sqlmesh Dbt Compatibility