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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:Eric mitchell Direct preference optimization DPO Preference Training
- Workflow:Rapidsai Cuml Sklearn Zero Code Acceleration
- Workflow:Duckdb Duckdb Code Generation Pipeline
- Workflow:Promptfoo Promptfoo Red Team Security Scan
- Workflow:CARLA simulator Carla Building from Source
- Workflow:Dotnet Machinelearning Time Series Forecasting
- Workflow:NVIDIA NeMo Curator Video Curation Pipeline
- Workflow:Anthropics Anthropic sdk python Streaming Message Interaction
- Workflow:Googleapis Python genai Function Calling and Tools
- Workflow:Getgauge Taiko Interactive Test Recording
Principles
- Principle:Spotify Luigi External Data Sources
- Principle:Anthropics Anthropic sdk python Streaming Structured Output
- Principle:Ollama Ollama Integrity Verification
- Principle:Langfuse Langfuse Data Streaming from ClickHouse
- Principle:MaterializeInc Materialize Composition Execution
- Principle:Google deepmind Mujoco Resource Cleanup
- Principle:Google research Deduplicate text datasets Suffix Array Construction
- Principle:Open compass VLMEvalKit Model Registry
- Principle:Vespa engine Vespa Subscriber Shutdown
- Principle:EvolvingLMMs Lab Lmms eval Dataset Preparation
Implementations
- Implementation:Explodinggradients Ragas RankingMetric Class
- Implementation:Google deepmind Mujoco MJWarp Constraint
- Implementation:Obss Sahi GreedyNMM Postprocess
- Implementation:Apache Druid Filter Pattern Helpers
- Implementation:DevExpress Testcafe TestController TypeDefs
- Implementation:NVIDIA NeMo Curator DomainClassifier
- Implementation:Tensorflow Serving Caching Manager Test
- Implementation:Huggingface Diffusers Prepare Control Image
- Implementation:Run llama Llama index CustomLLM
- Implementation:CARLA simulator Carla Python Commands Bindings
Heuristics
- Heuristic:Speechbrain Speechbrain Dynamic Mixing Parameters
- Heuristic:Astronomer Astronomer cosmos Cache Strategy Optimization
- Heuristic:VainF Torch Pruning Pruning Ratio vs Parameter Ratio
- Heuristic:BerriAI Litellm Batch Size Flush Interval Tuning
- Heuristic:Infiniflow Ragflow Hybrid Search Fallback Strategy
- Heuristic:Fastai Fastbook Mixup Data Augmentation
- Heuristic:Obss Sahi Warning Deprecated Legacy NMS
- Heuristic:Marker Inc Korea AutoRAG Passage Filter Safety Minimum
- Heuristic:Datahub project Datahub Validation Across All APIs
- Heuristic:SeldonIO Seldon core Model Scheduling Preference Tip
Environments
- Environment:Langfuse Langfuse Docker Infrastructure
- Environment:Langgenius Dify Python Backend Environment
- Environment:Tensorflow Serving Kubernetes Deployment Environment
- Environment:Apache Spark Python Environment
- Environment:Vllm project Vllm Python Dependencies
- Environment:Bitsandbytes foundation Bitsandbytes ROCm AMD Environment
- Environment:Microsoft DeepSpeedExamples SuperOffload Runtime
- Environment:Elevenlabs Elevenlabs python Python Websockets
- Environment:FlagOpen FlagEmbedding Python PyTorch Environment
- Environment:Sgl project Sglang Python Dependencies