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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:Obss Sahi COCO Dataset Slicing
- Workflow:Haifengl Smile Nearest Neighbor Search
- Workflow:Langfuse Langfuse Batch export pipeline
- Workflow:SqueezeAILab ETS ETS Experiment Pipeline
- Workflow:Wandb Weave Tracing Setup
- Workflow:ChenghaoMou Text dedup MinHash LSH Deduplication
- Workflow:Predibase Lorax Structured JSON Output
- Workflow:Openclaw Openclaw Docker Deployment
- Workflow:TobikoData Sqlmesh Plan and apply deployment
- Workflow:Fastai Fastbook Tabular Modeling
Principles
- Principle:Online ml River CSV Stream Ingestion
- Principle:Spcl Graph of thoughts Thought Aggregation
- Principle:Turboderp org Exllamav2 Dynamic Generator Setup
- Principle:Mlc ai Mlc llm Model Library Packaging
- Principle:Marker Inc Korea AutoRAG Configuration Loading
- Principle:Tensorflow Serving Model Metadata Query
- Principle:Ggml org Llama cpp OpenAI API Endpoints
- Principle:ClickHouse ClickHouse Stateless Test Execution
- Principle:OWASP Www project top 10 for large language model applications Risk Scoring and Prioritization
- Principle:Astronomer Astronomer cosmos Dbt Documentation Generation
Implementations
- Implementation:Facebookresearch Audiocraft DAdaptAdam
- Implementation:Mlflow Mlflow Log Assessment
- Implementation:Helicone Helicone Registry Snapshot Tests
- Implementation:Zai org CogVideo CogVideoXPipeline Call
- Implementation:Sktime Pytorch forecasting DeepAR Predict
- Implementation:Microsoft Onnxruntime WindowsAI NuGet Pipeline
- Implementation:Open compass VLMEvalKit WorldSense
- Implementation:Microsoft Playwright BiDi Protocol Core Types
- Implementation:Neuml Txtai Textractor
- Implementation:Ggml org Llama cpp Ngram Mod Header
Heuristics
- Heuristic:Datajuicer Data juicer Partition Size Tuning
- Heuristic:Huggingface Peft DoRA Inference Caching
- Heuristic:Deepseek ai Janus Bfloat16 Dtype Selection
- Heuristic:DataExpert io Data engineer handbook Flink Checkpointing Interval Tuning
- Heuristic:Microsoft Autogen Agent Thread Safety
- Heuristic:OpenGVLab InternVL Pixel Shuffle Downsampling
- Heuristic:Diagram of thought Diagram of thought Typed Records For Auditability
- Heuristic:ChenghaoMou Text dedup SimHash Optimization Ceiling
- Heuristic:Openclaw Openclaw Cache TTL Asymmetric Strategy
- Heuristic:Ollama Ollama Sampling Numerical Stability
Environments
- Environment:Langfuse Langfuse ClickHouse Analytics
- Environment:Datahub project Datahub Java 17 Backend Environment
- Environment:Infiniflow Ragflow Frontend Node Environment
- Environment:Cypress io Cypress Node Runtime Environment
- Environment:FMInference FlexLLMGen NVMe Disk
- Environment:Ggml org Ggml C Cpp Build Environment
- Environment:Ucbepic Docetl Frontend Node Environment
- Environment:CarperAI Trlx Python Accelerate
- Environment:VainF Torch Pruning LLM Pruning Dependencies
- Environment:Open compass VLMEvalKit API Keys And Credentials