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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:Onnx Onnx Reference Evaluation
- Workflow:Liu00222 Open Prompt Injection Detection Localization Defense
- Workflow:Anthropics Anthropic sdk python Basic Message Conversation
- Workflow:ClickHouse ClickHouse Contributing Pull Request
- Workflow:PacktPublishing LLM Engineers Handbook Digital Data ETL
- Workflow:Google research Deduplicate text datasets Suffix array querying
- Workflow:NVIDIA DALI Custom Operator Development
- Workflow:Scikit learn Scikit learn Data Preprocessing Pipeline
- Workflow:MarketSquare Robotframework browser Browser Test Authoring
- Workflow:Infiniflow Ragflow Docker Deployment
Principles
- Principle:CrewAIInc CrewAI Tool Implementation
- Principle:Nautechsystems Nautilus trader Code Quality Gating
- Principle:Kubeflow Kubeflow Contribution Guidelines
- Principle:Allenai Open instruct Environment Setup
- Principle:Promptfoo Promptfoo Evaluation Execution
- Principle:CrewAIInc CrewAI Crew Assembly
- Principle:Eventual Inc Daft Data Ingestion CSV
- Principle:Langchain ai Langchain LLM Caching
- Principle:Cohere ai Cohere python Semantic Reranking
- Principle:Apache Shardingsphere Cluster Metadata Synchronization
Implementations
- Implementation:Facebookresearch Habitat lab Benchmark init
- Implementation:Pyro ppl Pyro ProvenanceTensor
- Implementation:Alibaba MNN Compression Decision Matrix
- Implementation:Puppeteer Puppeteer Cdp Input
- Implementation:NVIDIA DALI FP16 Utilities
- Implementation:Gretelai Gretel synthetics DataFrameBatch Train All Batches
- Implementation:Ray project Ray Actor Class Pattern
- Implementation:Facebookresearch Habitat lab PointNavResNetPolicy from config
- Implementation:Zai org CogVideo CogVideoXPipeline Call
- Implementation:Facebookresearch Habitat lab Habitat2 Quickstart Tutorial
Heuristics
- Heuristic:VainF Torch Pruning GQA Head Pruning Constraints
- Heuristic:Arize ai Phoenix Adaptive Rate Limiting
- Heuristic:CrewAIInc CrewAI Rate Limiting Strategy
- Heuristic:Testtimescaling Testtimescaling github io Skip CI Commit Tag
- Heuristic:Getgauge Taiko Navigation Wait Strategy
- Heuristic:Hiyouga LLaMA Factory CUDA Memory Optimization
- Heuristic:EvolvingLMMs Lab Lmms eval Truncated Image Handling
- Heuristic:Allenai Open instruct Warning Archived Dev Scripts
- Heuristic:Microsoft Onnxruntime Graph Optimization Level Selection
- Heuristic:Bentoml BentoML Adaptive Batching Tuning
Environments
- Environment:Intel Ipex llm Linux XPU Environment
- Environment:Huggingface Alignment handbook PyTorch CUDA
- Environment:Treeverse LakeFS Spark GC Environment
- Environment:Huggingface Peft Optional Quantization Backends
- Environment:Datahub project Datahub Frontend Build
- Environment:Bigscience workshop Petals Python Transformers
- Environment:Huggingface Datatrove S3 Storage Environment
- Environment:Marker Inc Korea AutoRAG GPU PyTorch Environment
- Environment:EvolvingLMMs Lab Lmms eval GPU Compute Environment
- Environment:Huggingface Datasets TensorFlow Integration