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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 Spark Building and Testing
- Workflow:FlagOpen FlagEmbedding Reranker Finetuning
- Workflow:Astronomer Astronomer cosmos Dbt docs generation
- Workflow:Speechbrain Speechbrain Speech Separation Training
- Workflow:Mlc ai Mlc llm Python Engine Inference
- Workflow:Infiniflow Ragflow Knowledge Base Document Ingestion
- Workflow:Lance format Lance Dataset Lifecycle
- Workflow:Open compass VLMEvalKit Adding Custom VLM
- Workflow:Microsoft Agent framework Basic Agent Creation
- Workflow:Onnx Onnx External Data Handling
Principles
- Principle:Mlc ai Mlc llm Mobile Build Environment
- Principle:Tensorflow Tfjs BPE Tokenization
- Principle:SeldonIO Seldon core Model Explainability Integration
- Principle:ARISE Initiative Robosuite Mobile Base Velocity Control
- Principle:Mlflow Mlflow Package Build and Configuration
- Principle:Rapidsai Cuml Forest Inference
- Principle:Mbzuai oryx Awesome LLM Post training Multi Sheet Excel Export
- Principle:OpenRLHF OpenRLHF PPO Policy Loss
- Principle:Google deepmind Dm control Terrain Arena Building
- Principle:Facebookresearch Audiocraft Audio File Writing
Implementations
- Implementation:Hiyouga LLaMA Factory WebUI Export Component
- Implementation:Openai Openai agents python External Model Integration Pattern
- Implementation:Puppeteer Puppeteer Browser NewPage
- Implementation:Ggml org Ggml Webgpu shader lib
- Implementation:Infiniflow Ragflow SearchView Component
- Implementation:Apache Paimon DataTypeRoot
- Implementation:Apache Shardingsphere DistributedLock SPI
- Implementation:Apache Hudi StreamerUtil ValidateWriteStatus
- Implementation:ChenghaoMou Text dedup Save Dataset
- Implementation:Run llama Llama index AutoMergingRetriever
Heuristics
- Heuristic:Neuml Txtai Batch Size Defaults
- Heuristic:Trailofbits Fickling Force Flag Bypass
- Heuristic:PeterL1n BackgroundMattingV2 Refine Mode Selection
- Heuristic:Tensorflow Tfjs GPU Pipeline Data Residency
- Heuristic:Mage ai Mage ai HTTP Request Timeout Defaults
- Heuristic:Huggingface Diffusers Memory Offloading Strategy
- Heuristic:OpenHands OpenHands Fail Open Rate Limiting
- Heuristic:Dagster io Dagster Record Over Dataclass
- Heuristic:Haotian liu LLaVA Image Aspect Ratio Padding Strategy
- Heuristic:Langfuse Langfuse Ingestion Date Boundary Delay
Environments
- Environment:Trailofbits Fickling PyTorch
- Environment:Alibaba MNN CPU Build Environment
- Environment:Huggingface Datasets TensorFlow Integration
- Environment:Openai Evals Optional Provider APIs
- Environment:Teamcapybara Capybara Ruby And Gem Dependencies
- Environment:Marker Inc Korea AutoRAG Vector Database Backends
- Environment:Facebookresearch Audiocraft FAD TensorFlow Environment
- Environment:Apache Dolphinscheduler Java Runtime
- Environment:Guardrails ai Guardrails Python 3 10 Runtime
- Environment:Astronomer Astronomer cosmos Kubernetes Provider