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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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|---|---|---|
| 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:Mlc ai Web llm Function Calling
- Workflow:Mlc ai Web llm Chrome Extension Integration
- Workflow:Teamcapybara Capybara Selenium Driver Configuration
- Workflow:NVIDIA DALI Object Detection Training TensorFlow
- Workflow:Roboflow Rf detr Roboflow Deployment
- Workflow:FMInference FlexLLMGen Text Completion API
- Workflow:EvolvingLMMs Lab Lmms eval Distributed Multi GPU Evaluation
- Workflow:Triton inference server Server Model Performance Tuning
- Workflow:CrewAIInc CrewAI Hierarchical Crew Execution
- Workflow:Mlflow Mlflow GenAI Evaluation
Principles
- Principle:NVIDIA DALI Custom Operator Class Definition
- Principle:Online ml River Pipeline Transformers
- Principle:Datajuicer Data juicer Ray Cluster Initialization
- Principle:Duckdb Duckdb Fast Number Parsing
- Principle:Alibaba MNN Continuous Integration Testing
- Principle:Microsoft Autogen Graph Construction
- Principle:Datahub project Datahub Metadata Change Proposal
- Principle:Openai Openai node File Processing Verification
- Principle:Mlflow Mlflow CI Test Matrix Generation
- Principle:Ggml org Ggml Backend Plugin Loading
Implementations
- Implementation:Apache Flink FileCompactStrategy Builder
- Implementation:Pyro ppl Pyro OrderedLogistic
- Implementation:Haifengl Smile DataFrame Column Operations
- Implementation:Marker Inc Korea AutoRAG ApiRunner Run Api Server
- Implementation:Guardrails ai Guardrails Prompt
- Implementation:FlowiseAI Flowise Docker Compose Configuration
- Implementation:FMInference FlexLLMGen DeepSpeed AIO Perf Sweep
- Implementation:Apache Paimon PaimonVirtualFileSystem
- Implementation:Cleanlab Cleanlab Multilabel Get Label Quality Scores
- Implementation:Mit han lab Llm awq Serve Controller
Heuristics
- Heuristic:Interpretml Interpret EBM Hyperparameter Tuning Guide
- Heuristic:Mage ai Mage ai Sorted Data Bookmark Strategy
- Heuristic:EvolvingLMMs Lab Lmms eval Request Caching Strategy
- Heuristic:Datajuicer Data juicer Batch Size Adaptation
- Heuristic:Deepset ai Haystack Warning Deprecated TransformersSimilarityRanker
- Heuristic:CarperAI Trlx Partial Layer Freezing
- Heuristic:Speechbrain Speechbrain Gradient Clipping Strategy
- Heuristic:ARISE Initiative Robomimic HDF5 Cache Mode Selection
- Heuristic:BerriAI Litellm Batch Size Flush Interval Tuning
- Heuristic:Webdriverio Webdriverio Exponential Backoff Retry
Environments
- Environment:Huggingface Transformers PEFT Adapter Env
- Environment:Infiniflow Ragflow Data Source Credentials
- Environment:Microsoft Agent framework API Credentials
- Environment:Huggingface Datatrove Processing Dependencies
- Environment:Cypress io Cypress Linux Display Server
- Environment:LLMBook zh LLMBook zh github io HuggingFace Transformers Stack
- Environment:Apache Hudi Flink Runtime Environment
- Environment:Openai Openai agents python OpenAI API Credentials
- Environment:Apache Kafka Committer Tools Environment
- Environment:Microsoft Onnxruntime Sklearn Conversion Environment