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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:Huggingface Transformers 3D Parallel Distributed Training
- Workflow:Infiniflow Ragflow Agent Workflow Building
- Workflow:Onnx Onnx Model Validation
- Workflow:Huggingface Diffusers ControlNet Guided Generation
- Workflow:Truera Trulens RAG Evaluation With LangChain
- Workflow:OpenRLHF OpenRLHF Reward Model Training
- Workflow:Ggml org Ggml Backend Accelerated Computation
- Workflow:Wandb Weave LLM Integration Tracing
- Workflow:OpenHands OpenHands Organization Onboarding
- Workflow:OWASP Www project top 10 for large language model applications LLM Vulnerability Assessment
Principles
- Principle:AUTOMATIC1111 Stable diffusion webui Extension Architecture
- Principle:Deepset ai Haystack Document Language Classification
- Principle:Neuml Txtai RAG Query Execution
- Principle:Microsoft BIPIA Clean Response Collection
- Principle:Huggingface Transformers Tokenization
- Principle:Mlflow Mlflow Docker Image Building
- Principle:SeldonIO Seldon core Experiment Execution
- Principle:Microsoft LoRA HF Trainer LoRA Training
- Principle:Liu00222 Open Prompt Injection Model Query Interface
- Principle:Deepseek ai Janus Response Decoding
Implementations
- Implementation:Openai Evals Eval YAML Registration
- Implementation:Apache Shardingsphere ClusterMetaDataManagerPersistService AlterRuleConfiguration
- Implementation:Avhz RustQuant ArithmeticBrownianMotion
- Implementation:Recommenders team Recommenders BaseModel Fit
- Implementation:Haosulab ManiSkill PDJointVelController
- Implementation:BerriAI Litellm MCP Client
- Implementation:Google deepmind Mujoco Glad Loader
- Implementation:NVIDIA TransformerEngine JAX Triton Utils
- Implementation:Scikit learn Scikit learn LocalOutlierFactor
- Implementation:Rapidsai Cuml FIL Postproc Ops
Heuristics
- Heuristic:Ggml org Llama cpp Thread Count Tuning
- Heuristic:Scikit learn Scikit learn Convergence Warning Handling
- Heuristic:Astronomer Astronomer cosmos Watcher Queue Sizing
- Heuristic:Zai org CogVideo Memory Optimization Strategies
- Heuristic:Teamcapybara Capybara Animation Disabling For Tests
- Heuristic:Testtimescaling Testtimescaling github io Skip CI Commit Tag
- Heuristic:Microsoft Agent framework Silent Workflow Failures
- Heuristic:Vespa engine Vespa Document Batch Processing Strategy
- Heuristic:Predibase Lorax Flash Attention Backend Selection
- Heuristic:Pytorch Serve LLM Timeout Configuration
Environments
- Environment:Helicone Helicone Wrangler CLI
- Environment:Fastai Fastbook CUDA GPU Environment
- Environment:Volcengine Verl Python Core Dependencies
- Environment:Googleapis Python genai Python 3 10 SDK Runtime
- Environment:Triton inference server Server GPU CUDA Runtime
- Environment:Apache Hudi Flink Runtime Environment
- Environment:Nautechsystems Nautilus trader Binance API Credentials
- Environment:Tensorflow Serving Build Environment
- Environment:Cleanlab Cleanlab Datalab Dependencies
- Environment:Ray project Ray CI Build Matrix Environment