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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:Risingwavelabs Risingwave Sink Connector Pipeline
- Workflow:Mlc ai Web llm Basic Chat Completion
- Workflow:Huggingface Datatrove Synthetic Data Generation
- Workflow:PeterL1n BackgroundMattingV2 Realtime webcam matting
- Workflow:Bitsandbytes foundation Bitsandbytes FSDP QLoRA Distributed Training
- Workflow:Guardrails ai Guardrails LLM Output Validation
- Workflow:Deepspeedai DeepSpeed ZeRO Distributed Training
- Workflow:Deepset ai Haystack Extractive QA Pipeline
- Workflow:Hiyouga LLaMA Factory Model Inference and Serving
- Workflow:Volcengine Verl Supervised Fine Tuning
Principles
- Principle:Scikit learn Scikit learn Scoring Configuration
- Principle:Webdriverio Webdriverio Framework Abstraction
- Principle:Protectai Modelscan Scanner Plugin Architecture
- Principle:Bitsandbytes foundation Bitsandbytes Int8 Vectorwise Quantization
- Principle:Ggml org Llama cpp Speculative Generation
- Principle:Haotian liu LLaVA Model Worker Inference
- Principle:MarketSquare Robotframework browser Plugin Documentation Generation
- Principle:Ggml org Llama cpp GrammarConstrained
- Principle:Diagram of thought Diagram of thought Trace Report Generation
- Principle:Webdriverio Webdriverio Global API
Implementations
- Implementation:Helicone Helicone UseUpgradePlan
- Implementation:Langchain ai Langgraph AsyncPostgresStore
- Implementation:NVIDIA NeMo Curator SemanticDeduplicationWorkflow for Video
- Implementation:DataTalksClub Data engineering zoomcamp Redpanda CSV Producer
- Implementation:Openai Openai agents python Run Examples
- Implementation:Huggingface Transformers Custom Init Isort
- Implementation:Mistralai Client python Azure BaseSDK
- Implementation:Scikit learn contrib Imbalanced learn make imbalance
- Implementation:Google deepmind Mujoco User Init
- Implementation:ARISE Initiative Robosuite Observables
Heuristics
- Heuristic:Microsoft BIPIA Torch Compile Platform Guard
- Heuristic:Nautechsystems Nautilus trader Streaming Mode For Large Backtests
- Heuristic:OpenRLHF OpenRLHF vLLM Embedding Resize Warning
- Heuristic:Hpcaitech ColossalAI Flash Attention Dtype Restriction
- Heuristic:Explodinggradients Ragas Embedding Batch Size Tuning
- Heuristic:Apache Shardingsphere Version Cleanup After Switch
- Heuristic:Kornia Kornia Lazy Loading Optional Deps
- Heuristic:Recommenders team Recommenders TensorFlow Session Ordering
- Heuristic:OpenGVLab InternVL Packed Training Buffer Management
- Heuristic:Confident ai Deepeval Timeout and Retry Tuning
Environments
- Environment:MarketSquare Robotframework browser Docker Container
- Environment:Sgl project Sglang Web
- Environment:Bitsandbytes foundation Bitsandbytes Build From Source Environment
- Environment:Vllm project Vllm CUDA GPU Runtime
- Environment:Shiyu coder Kronos DDP Multi GPU Environment
- Environment:Ray project Ray Docker GPU Environment
- Environment:Lance format Lance Rust Toolchain
- Environment:Sgl project Sglang CPU Runtime
- Environment:Mlc ai Mlc llm CUDA GPU Environment
- Environment:Kubeflow Kubeflow Python KFP SDK Environment