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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:Microsoft Playwright AI agent driven testing
- Workflow:DevExpress Testcafe Programmatic Test Execution
- Workflow:Scikit learn Scikit learn Ensemble Model Building
- Workflow:ARISE Initiative Robomimic Hyperparameter Sweep
- Workflow:InternLM Lmdeploy W8A8 SmoothQuant Quantization
- Workflow:Langchain ai Langgraph Building a Stateful Graph
- Workflow:VainF Torch Pruning Object Detection Pruning
- Workflow:Ggml org Ggml Vision Model Inference
- Workflow:Online ml River Binary Classification Pipeline
- Workflow:Guardrails ai Guardrails Structured Data Generation
Principles
- Principle:Zai org CogVideo MoVQ Decoder Architecture
- Principle:Marker Inc Korea AutoRAG Pipeline Query Execution
- Principle:Speechbrain Speechbrain Dataset Pipeline Construction
- Principle:Risingwavelabs Risingwave CDC Source Database Preparation
- Principle:Allenai Open instruct Streaming Generation Configuration
- Principle:DistrictDataLabs Yellowbrick Silhouette Analysis
- Principle:Roboflow Rf detr Finetuned Model Loading
- Principle:Tencent Ncnn Face Alignment And Recognition
- Principle:Scikit learn Scikit learn Density Estimation
- Principle:CrewAIInc CrewAI Specialist Agent Definition
Implementations
- Implementation:Danijar Dreamerv3 Make Env
- Implementation:Infiniflow Ragflow ConversationService Save And Chat
- Implementation:Volcengine Verl Compute Policy Loss
- Implementation:Run llama Llama index Tool Calling
- Implementation:NVIDIA NeMo Curator ModelInterface
- Implementation:Axolotl ai cloud Axolotl Dynamic Dependencies
- Implementation:Huggingface Transformers Custom Init Isort
- Implementation:FlowiseAI Flowise Input
- Implementation:Triton inference server Server RestrictedFeatures
- Implementation:Mage ai Mage ai Google Sheets Transform
Heuristics
- Heuristic:Datahub project Datahub Warning Deprecated Spark Lineage Legacy
- Heuristic:Romsto Speculative Decoding Filler Top K Tuning
- Heuristic:Intel Ipex llm CCL Distributed Training Tips
- Heuristic:OpenRLHF OpenRLHF Value Head ZeRO3 Init Tip
- Heuristic:Huggingface Transformers Mixed Precision Training Selection
- Heuristic:Apache Spark K8s Container Patterns
- Heuristic:Astronomer Astronomer cosmos Dbt Invocation Mode Selection
- Heuristic:Axolotl ai cloud Axolotl Memory Optimization Tips
- Heuristic:Wandb Weave Retry And Error Handling
- Heuristic:Apache Flink Async Sink Timeout And Backpressure Defaults
Environments
- Environment:Onnx Onnx Cpp Build Environment
- Environment:Tensorflow Serving Python Client Environment
- Environment:TA Lib Ta lib python Python Build Environment
- Environment:Facebookresearch Audiocraft FAD TensorFlow Environment
- Environment:MaterializeInc Materialize Docker Compose Runtime
- Environment:Microsoft Playwright Node Runtime Environment
- Environment:Intel Ipex llm Linux XPU Environment
- Environment:Risingwavelabs Risingwave Rust Build Environment
- Environment:Microsoft Autogen LLM Provider API Keys
- Environment:Vespa engine Vespa POSIX Mmap Log Control