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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:Mage ai Mage ai Building a New Source Connector
- Workflow:Run llama Llama index Evaluation Pipeline
- Workflow:Triton inference server Server LLM Deployment With TRT LLM
- Workflow:OWASP Www project top 10 for large language model applications Vulnerability Entry Development
- Workflow:Intel Ipex llm RAG With LangChain
- Workflow:Google deepmind Dm control Multi Agent Soccer Setup
- Workflow:Diagram of thought Diagram of thought DoT Trace Extraction
- Workflow:Eventual Inc Daft Distributed UDF Processing
- Workflow:Rapidsai Cuml GPU Clustering
- Workflow:Allenai Open instruct DPO Preference Tuning
Principles
- Principle:Apache Hudi Flink Environment Configuration
- Principle:Bentoml BentoML Cloud Endpoint Invocation
- Principle:Astronomer Astronomer cosmos Graph Entity Model
- Principle:Zai org CogVideo Scheduler Configuration
- Principle:DataExpert io Data engineer handbook Database Seeding
- Principle:Heibaiying BigData Notes HBase Connection Configuration
- Principle:Alibaba ROLL Model Checkpointing
- Principle:Anthropics Anthropic sdk python Tool Definition
- Principle:Huggingface Datasets JSON Import
- Principle:Neuml Txtai Retrieval Augmented Generation
Implementations
- Implementation:EvolvingLMMs Lab Lmms eval Launch Server
- Implementation:Haifengl Smile SparseDataset
- Implementation:Microsoft Autogen ChatAgent Protocol
- Implementation:ArroyoSystems Arroyo Debezium Extension
- Implementation:Getgauge Taiko Plugin Loader
- Implementation:NVIDIA NeMo Curator UrlRemover
- Implementation:Apache Paimon RESTCatalogOptions
- Implementation:Openclaw Openclaw ResolveAgentRoute
- Implementation:Puppeteer Puppeteer Page SetRequestInterception
- Implementation:SeleniumHQ Selenium DevTools Event
Heuristics
- Heuristic:Zai org CogVideo Scheduler and Guidance Selection
- Heuristic:Marker Inc Korea AutoRAG Hybrid Retrieval Score Normalization
- Heuristic:Apache Flink Bin Packing Complexity Guard
- Heuristic:Google deepmind Dm control Warning Deprecated Legacy Base Walker
- Heuristic:Risingwavelabs Risingwave Source Backoff Strategy
- Heuristic:Intel Ipex llm CCL Distributed Training Tips
- Heuristic:Langgenius Dify Credential Sanitization In API Responses
- Heuristic:Wandb Weave Payload Size Limits
- Heuristic:Openai Openai agents python Sensitive Data Logging Defaults
- Heuristic:CARLA simulator Carla Traffic Manager Sync Mode
Environments
- Environment:Marker Inc Korea AutoRAG Japanese NLP Dependencies
- Environment:BerriAI Litellm Redis Cache Backend
- Environment:Facebookresearch Audiocraft XFormers Memory Efficient Attention
- Environment:Cohere ai Cohere python Python SDK Runtime
- Environment:Spcl Graph of thoughts Local LLaMA GPU Inference
- Environment:DistrictDataLabs Yellowbrick Python Scikit Learn Environment
- Environment:Sgl project Sglang ROCm
- Environment:Promptfoo Promptfoo Node Runtime
- Environment:ThreeSR Awesome Inference Time Scaling GitHub Account Environment
- Environment:MaterializeInc Materialize Buildkite CI Runtime