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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:Haosulab ManiSkill Sim2Real Deployment
- Workflow:Getgauge Taiko Network Request Interception
- Workflow:Lance format Lance Vector Search Pipeline
- Workflow:Huggingface Optimum FX Graph Optimization
- Workflow:Neuml Txtai Agent Orchestration
- Workflow:Huggingface Datasets Dataset Streaming
- Workflow:Helicone Helicone Integrate Provider To Gateway
- Workflow:Datahub project Datahub Protobuf Schema Ingestion
- Workflow:Guardrails ai Guardrails Structured Data Generation
- Workflow:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Data Ingestion
Principles
- Principle:Mit han lab Llm awq W8A8 Quantized Linear
- Principle:Nautechsystems Nautilus trader Backtest Engine Configuration
- Principle:Mistralai Client python Stream Event Processing
- Principle:Mlflow Mlflow LLM Autologging
- Principle:Pytorch Serve Label Mapping
- Principle:Webdriverio Webdriverio Utility Functions
- Principle:Triton inference server Server TRT LLM Server Launch
- Principle:Deepspeedai DeepSpeed CPU Communication Backends
- Principle:Langgenius Dify DDD Architecture
- Principle:Haosulab ManiSkill Action Space Normalization
Implementations
- Implementation:CrewAIInc CrewAI SerpApi Google Search Tool
- Implementation:BerriAI Litellm Skills API
- Implementation:Eventual Inc Daft Daft Cls
- Implementation:Lance format Lance Java FragmentOperation
- Implementation:Pyro ppl Pyro AutoNormal Guide
- Implementation:Zai org CogVideo VQVAE Blocks
- Implementation:Allenai Open instruct PreferenceDatasetProcessor
- Implementation:Facebookresearch Audiocraft LoudnessLoss
- Implementation:Apache Paimon StringUtils
- Implementation:Datajuicer Data juicer CleanCopyrightMapper
Heuristics
- Heuristic:Tensorflow Tfjs GPU Pipeline Data Residency
- Heuristic:Mage ai Mage ai Batch Size Tuning
- Heuristic:Microsoft Onnxruntime Convergence Debugging Tips
- Heuristic:Roboflow Rf detr EMA Best Checkpoint Strategy
- Heuristic:Helicone Helicone Provider URL Regex Priority
- Heuristic:Eric mitchell Direct preference optimization Activation Checkpointing Memory
- Heuristic:Apache Kafka Unknown Record Type Upgrade Safety
- Heuristic:Langfuse Langfuse LLM Rate Limit 24h Abandon
- Heuristic:Princeton nlp SimPO Dropout Disabling
- Heuristic:Duckdb Duckdb Test Development Guidelines
Environments
- Environment:Dagster io Dagster GRPC Communication
- Environment:Iterative Dvc Git SCM Environment
- Environment:Huggingface Datasets Audio Video Dependencies
- Environment:Sgl project Sglang CUDA Runtime
- Environment:Lm sys FastChat API Keys And Credentials
- Environment:Microsoft Autogen Studio Server Environment
- Environment:Langchain ai Langgraph Docker Deployment Environment
- Environment:Langgenius Dify Credentials And Env Vars
- Environment:Openai Whisper Numba
- Environment:Turboderp org Exllamav2 Build Toolchain