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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:Iterative Dvc Remote Data Sync
- Workflow:VainF Torch Pruning LLM Structural Pruning
- Workflow:MaterializeInc Materialize CI Pipeline Generation
- Workflow:Google research Deduplicate text datasets Single file deduplication
- Workflow:Bentoml BentoML Service Definition And Local Serving
- Workflow:Mistralai Client python Text Embeddings
- Workflow:Apache Kafka Broker Startup
- Workflow:Apache Druid Batch Data Ingestion
- Workflow:Microsoft DeepSpeedExamples ZeRO Inference
- Workflow:Lance format Lance Table Optimization
Principles
- Principle:Microsoft Autogen Component Gallery
- Principle:Explodinggradients Ragas RAG System Interface
- Principle:BerriAI Litellm Cache Initialization
- Principle:Microsoft DeepSpeedExamples DeepSpeed Training Loop
- Principle:Deepset ai Haystack Semantic Answer Similarity Evaluation
- Principle:Apache Spark Source Compilation
- Principle:Mbzuai oryx Awesome LLM Post training Progressive Json Saving
- Principle:Huggingface Datasets Dataset Testing
- Principle:OpenHands OpenHands Provider Authentication
- Principle:Speechbrain Speechbrain Transformer ASR Training
Implementations
- Implementation:Guardrails ai Guardrails Schema Generator
- Implementation:Teamcapybara Capybara Node Matchers Assert Selector
- Implementation:Microsoft Onnxruntime Npm Install Onnxruntime
- Implementation:DevExpress Testcafe Selector TypeDefs
- Implementation:Ggml org Llama cpp Chat Types
- Implementation:ClickHouse ClickHouse Nfpm Common Static Package
- Implementation:CrewAIInc CrewAI MCP Server Adapter
- Implementation:Google deepmind Dm control Make Fruitfly
- Implementation:LaurentMazare Tch rs VAE Example
- Implementation:Datajuicer Data juicer OPERATORS Register Module
Heuristics
- Heuristic:Triton inference server Server Dynamic Batching Tuning
- Heuristic:Openai Openai python Fine Tuning Data Preparation Tips
- Heuristic:Alibaba ROLL Gradient Checkpointing Recomputation
- Heuristic:ARISE Initiative Robosuite Domain Randomization Tuning
- Heuristic:OpenGVLab InternVL Loss Reduction Strategy
- Heuristic:Teamcapybara Capybara Animation Disabling For Tests
- Heuristic:Helicone Helicone ClickHouse ReplacingMergeTree FINAL
- Heuristic:Astronomer Astronomer cosmos Memory Optimised Imports
- Heuristic:Liu00222 Open Prompt Injection Defense Strategy Selection
- Heuristic:HKUDS AI Trader Position File Locking
Environments
- Environment:Mistralai Client python GCP Deployment Environment
- Environment:Huggingface Optimum Accelerated Inference Environment
- Environment:Pytorch Serve Python PyTorch Runtime
- Environment:Apache Flink Python PyFlink Environment
- Environment:Bitsandbytes foundation Bitsandbytes Build From Source Environment
- Environment:HKUDS AI Trader MCP Services
- Environment:Intel Ipex llm XPU Serving Environment
- Environment:Google deepmind Dm control OSMesa Software Rendering
- Environment:Mit han lab Llm awq Python Runtime Environment
- Environment:DataExpert io Data engineer handbook Flink Kafka Docker Environment