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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:Protectai Llm guard Scanner Benchmarking
- Workflow:Apache Paimon Blob Storage With Descriptors
- Workflow:Vllm project Vllm Multi LoRA Serving
- Workflow:Openclaw Openclaw Docker Deployment
- Workflow:LaurentMazare Tch rs JIT Model Inference
- Workflow:EvolvingLMMs Lab Lmms eval Custom Model Integration
- Workflow:Heibaiying BigData Notes Hadoop MapReduce Word Count
- Workflow:Openai Openai node Realtime Conversation
- Workflow:Mbzuai oryx Awesome LLM Post training Awesome List Curation
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestNode
Principles
- Principle:OpenGVLab InternVL Image Transform Pipeline
- Principle:Helicone Helicone Unified Model Layer
- Principle:Nautechsystems Nautilus trader Code Quality Gating
- Principle:OpenHands OpenHands Sandbox Cleanup
- Principle:Online ml River Online Feature Selection
- Principle:Neuml Txtai Production Deployment
- Principle:Predibase Lorax Chat Template Rendering
- Principle:Pytorch Serve Distributed Configuration
- Principle:Haosulab ManiSkill Observation Definition
- Principle:Tensorflow Tfjs Define Model Architecture
Implementations
- Implementation:Spcl Graph of thoughts Parser ABC
- Implementation:LMCache LMCache SGLang Adapter
- Implementation:Haosulab ManiSkill PlugCharger
- Implementation:Teamcapybara Capybara RackTest Browser
- Implementation:Ray project Ray PlacementGroup Interface
- Implementation:LMCache LMCache LRU Cache Policy
- Implementation:Puppeteer Puppeteer ElementHandle Type Tests
- Implementation:InternLM Lmdeploy Gemm Context
- Implementation:Allenai Open instruct AutoModelForSequenceClassification From Pretrained
- Implementation:BerriAI Litellm AWS Secret Manager
Heuristics
- Heuristic:Shiyu coder Kronos Instance Normalization Clipping
- Heuristic:SeldonIO Seldon core Tracing Latency Tip
- Heuristic:Langfuse Langfuse BullMQ Retry Strategy Patterns
- Heuristic:Liu00222 Open Prompt Injection BPE Retokenization Parameters
- Heuristic:Facebookresearch Audiocraft Codebook Dead Code Expiration
- Heuristic:Microsoft Onnxruntime Memory Recomputation Optimization
- Heuristic:Openai Openai node Warning Deprecated Beta Realtime
- Heuristic:Dotnet Machinelearning Numerical Stability Guards
- Heuristic:Snorkel team Snorkel NLP Preprocessor Memoization
- Heuristic:BerriAI Litellm Batch Size Flush Interval Tuning
Environments
- Environment:Haotian liu LLaVA OpenAI API Evaluation Environment
- Environment:Nautechsystems Nautilus trader Arrow Parquet Serialization
- Environment:Marker Inc Korea AutoRAG GPU PyTorch Environment
- Environment:Facebookresearch Habitat lab CUDA GPU Training Environment
- Environment:Promptfoo Promptfoo Provider API Keys
- Environment:Hiyouga LLaMA Factory Core Python GPU Environment
- Environment:Ggml org Ggml Metal GPU Environment
- Environment:ARISE Initiative Robosuite GPU Rendering
- Environment:Microsoft DeepSpeedExamples RLHF Training Environment
- Environment:Kornia Kornia PyTorch Python Environment