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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:Ucbepic Docetl Long Document Chunking
- Workflow:DevExpress Testcafe CI Integration
- Workflow:ClickHouse ClickHouse Server Deployment
- Workflow:LMCache LMCache CacheBlend KV Reuse
- Workflow:Facebookresearch Habitat lab Custom Task Extension
- Workflow:Puppeteer Puppeteer Browser Installation And Management
- Workflow:Turboderp org Exllamav2 Interactive Chat
- Workflow:Ollama Ollama OpenAI API Compatibility
- Workflow:Allenai Open instruct GRPO Reinforcement Learning
- Workflow:Langgenius Dify Plugin Management
Principles
- Principle:AUTOMATIC1111 Stable diffusion webui Attention Optimization
- Principle:Allenai Open instruct Model Publishing
- Principle:Apache Dolphinscheduler Synchronous RPC Execution
- Principle:Apache Dolphinscheduler Connection Parameter Definition
- Principle:TobikoData Sqlmesh Cross Environment Data Comparison
- Principle:Webdriverio Webdriverio Test Context Tracking
- Principle:Fastai Fastbook Model Interpretation
- Principle:Anthropics Anthropic sdk python Tool Execution
- Principle:ClickHouse ClickHouse Third Party Dependency Management
- Principle:OpenGVLab InternVL Multimodal Data Preparation
Implementations
- Implementation:Ggml org Llama cpp Graph
- Implementation:Risingwavelabs Risingwave SinkValidationHandler
- Implementation:Openai Openai python Pyproject Config
- Implementation:Infiniflow Ragflow Config Utils
- Implementation:Tensorflow Tfjs Container GetLayer
- Implementation:Huggingface Datasets Dataset With Format For Tensors
- Implementation:Rapidsai Cuml Package Init
- Implementation:Apache Airflow Logger Protocol
- Implementation:ARISE Initiative Robosuite LeggedManipulatorModel
- Implementation:Hpcaitech ColossalAI Load QA Chain
Heuristics
- Heuristic:Helicone Helicone Tiered Pricing Threshold Matching
- Heuristic:Huggingface Alignment handbook QLoRA Learning Rate Scaling
- Heuristic:Datajuicer Data juicer Batch Size Adaptation
- Heuristic:Deepset ai Haystack BM25 Score Scaling
- Heuristic:Haotian liu LLaVA Image Aspect Ratio Padding Strategy
- Heuristic:Groq Groq python Error Handling Hierarchy
- Heuristic:Langgenius Dify Warning Deprecated Default Datasource Auth
- Heuristic:Mlc ai Mlc llm Optimization Level Selection
- Heuristic:Microsoft Semantic kernel Function Choice Behavior Selection
- Heuristic:Heibaiying BigData Notes Maven Shade Packaging Tip
Environments
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies
- Environment:Predibase Lorax Docker Container Runtime
- Environment:Microsoft Semantic kernel OpenAI API Environment
- Environment:Datajuicer Data juicer GPU CUDA Environment
- Environment:Scikit learn Scikit learn Python Runtime Environment
- Environment:FlagOpen FlagEmbedding GPU Accelerator Environment
- Environment:Elevenlabs Elevenlabs python PyAudio
- Environment:Eric mitchell Direct preference optimization PyTorch CUDA
- Environment:Speechbrain Speechbrain Multi GPU DDP
- Environment:Treeverse LakeFS Web UI Environment