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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:Explodinggradients Ragas Metric Prompt Optimization
- Workflow:Webdriverio Webdriverio Component Testing
- Workflow:Recommenders team Recommenders Algorithm Benchmarking
- Workflow:Dagster io Dagster DSPy Optimization
- Workflow:Mlfoundations Open flamingo Model Creation And Inference
- Workflow:Bigscience workshop Petals Prompt Tuning Chatbot
- Workflow:Getgauge Taiko Network Request Interception
- Workflow:Langgenius Dify Plugin Management
- Workflow:EvolvingLMMs Lab Lmms eval End to End Evaluation
- Workflow:Microsoft Playwright Codegen test recording
Principles
- Principle:Mit han lab Llm awq Multimodal Vision Language Inference
- Principle:ClickHouse ClickHouse SIMD String Hashing
- Principle:Haifengl Smile SQL Query Execution
- Principle:DataTalksClub Data engineering zoomcamp Dbt Source Declaration
- Principle:Gretelai Gretel synthetics Batch Model Training
- Principle:Microsoft Agent framework Sample Validation
- Principle:LaurentMazare Tch rs TorchScript Loading
- Principle:Apache Paimon Authentication
- Principle:Cleanlab Cleanlab Datalab Initialization
- Principle:Spotify Luigi Hadoop Job Configuration
Implementations
- Implementation:Kserve Kserve GPU Cluster Credentials
- Implementation:LMCache LMCache PDBackend Batched Submit Put Task
- Implementation:BerriAI Litellm Redact Messages
- Implementation:Avhz RustQuant Bachelier Backend
- Implementation:Risingwavelabs Risingwave Cluster API
- Implementation:Interpretml Interpret DataSetInteraction Hpp
- Implementation:Sgl project Sglang Chat Completions Streaming
- Implementation:Microsoft DeepSpeedExamples DeepSpeedPPOTrainer
- Implementation:Apache Druid Type Registry
- Implementation:Intel Ipex llm IpexLLM From Model Id
Heuristics
- Heuristic:Neuml Txtai LLM Context Window Fallback
- Heuristic:Triton inference server Server Documentation Standards
- Heuristic:Helicone Helicone Rate Limiting Fail Open
- Heuristic:InternLM Lmdeploy Backend Selection Strategy
- Heuristic:Gretelai Gretel synthetics Binary Encoder Cutoff
- Heuristic:Fastai Fastbook Embedding Size Rule
- Heuristic:Pyro ppl Pyro Numerical Stability Patterns
- Heuristic:Avhz RustQuant Finite Difference Grid Sizing
- Heuristic:Kserve Kserve Server Side Apply For CRDs
- Heuristic:Googleapis Python genai API Retry Backoff Strategy
Environments
- Environment:InternLM Lmdeploy CUDA GPU Runtime
- Environment:Apache Druid Web Console Development
- Environment:Predibase Lorax CUDA GPU Runtime
- Environment:Norrrrrrr lyn WAInjectBench Conda Python 39 CUDA Environment
- Environment:Huggingface Datatrove Processing Dependencies
- Environment:Datahub project Datahub Docker Quickstart Environment
- Environment:Mlc ai Mlc llm Metal macOS iOS Environment
- Environment:Datahub project Datahub Python 3 10 Ingestion Environment
- Environment:Alibaba ROLL Diffusion Video Environment
- Environment:Datajuicer Data juicer Python Runtime Environment