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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:Scikit learn contrib Imbalanced learn Balanced Deep Learning Training
- Workflow:DistrictDataLabs Yellowbrick Cluster Analysis
- Workflow:LMCache LMCache KV Cache Offloading
- Workflow:Cypress io Cypress E2E Test Execution
- Workflow:Avdvg InjectGuard Vector Similarity Detection Pipeline
- Workflow:Huggingface Optimum Model Export
- Workflow:Haifengl Smile SQL Analytics Pipeline
- Workflow:OWASP Www project top 10 for large language model applications Vulnerability Translation
- Workflow:VainF Torch Pruning LLM Structural Pruning
- Workflow:Predibase Lorax OpenAI Chat Completion
Principles
- Principle:Wandb Weave API Migration Linting
- Principle:Tencent Ncnn Detection Visualization
- Principle:FlowiseAI Flowise Agentflow Edge Validation
- Principle:Turboderp org Exllamav2 Layer Quantization
- Principle:Nautechsystems Nautilus trader Live Trading Node Setup
- Principle:Vespa engine Vespa Initial Configuration Fetch
- Principle:Tensorflow Serving Server Configuration And Startup
- Principle:Ggml org Llama cpp Fine Tuning
- Principle:Predibase Lorax Multi Process Server Launch
- Principle:Hiyouga LLaMA Factory Proximal Policy Optimization
Implementations
- Implementation:Explodinggradients Ragas ImageTextPrompt Class
- Implementation:Togethercomputer Together python Embeddings Create
- Implementation:Anthropics Anthropic sdk python MessageStream Get Final
- Implementation:Microsoft Autogen Studio Environment Settings
- Implementation:Mlflow Mlflow Convert To Eval Set
- Implementation:Microsoft Agent framework Response Handler Decorator
- Implementation:Microsoft Playwright Client ConsoleMessage
- Implementation:Iterative Dvc Experiments Apply Remove
- Implementation:Zai org CogVideo Trainer Checkpoint Validate
- Implementation:Intel Ipex llm IpexLLM From Model Id
Heuristics
- Heuristic:Princeton nlp Tree of thought llm Value Caching
- Heuristic:Astronomer Astronomer cosmos Deprecation Migration Paths
- Heuristic:Microsoft Onnxruntime Memory Recomputation Optimization
- Heuristic:Allenai Open instruct Warning Archived Dev Scripts
- Heuristic:Lucidrains X transformers MaskGIT Generation Tuning
- Heuristic:Langfuse Langfuse BullMQ Retry Strategy Patterns
- Heuristic:SeldonIO Seldon core Over Commit Memory Tip
- Heuristic:Truera Trulens Trace Compression Token Limits
- Heuristic:ArroyoSystems Arroyo Stateful Operator TTL
- Heuristic:Mlfoundations Open flamingo KV Cache Classification Optimization
Environments
- Environment:DataTalksClub Data engineering zoomcamp Kestra Orchestration Environment
- Environment:TobikoData Sqlmesh Dbt Compatibility
- Environment:Microsoft Onnxruntime CPU Training Environment
- Environment:Datahub project Datahub Python Ingestion
- Environment:Predibase Lorax Model Source Credentials
- Environment:Langgenius Dify Redis And Celery Environment
- Environment:OWASP Www project top 10 for large language model applications Pre Commit Hooks Environment
- Environment:Cypress io Cypress Linux Display Server
- Environment:Ggml org Ggml C Cpp Build Environment
- Environment:InternLM Lmdeploy CUDA GPU Runtime