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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:Mlflow Mlflow Experiment Tracking
- Workflow:Unstructured IO Unstructured Connector Ingest Pipeline
- Workflow:VainF Torch Pruning Vision Transformer Pruning
- Workflow:BerriAI Litellm Proxy Server Deployment
- Workflow:DevExpress Testcafe Basic Test Authoring
- Workflow:Apache Airflow Provider Distribution Development
- Workflow:LMCache LMCache CacheBlend KV Reuse
- Workflow:FMInference FlexLLMGen Single GPU Offloaded Inference
- Workflow:Mlc ai Mlc llm Disaggregated Serving
- Workflow:Tencent Ncnn PyTorch Model Conversion and Inference
Principles
- Principle:Pytorch Serve IPEX Quantized Inference
- Principle:PacktPublishing LLM Engineers Handbook Model Registry Validation
- Principle:LaurentMazare Tch rs Tensor Type Conversion
- Principle:Puppeteer Puppeteer Screenshot Capture
- Principle:DistrictDataLabs Yellowbrick Visualization Rendering
- Principle:NVIDIA TransformerEngine Complete Transformer Layer
- Principle:AUTOMATIC1111 Stable diffusion webui Task Serialization
- Principle:Haifengl Smile SQL Data Ingestion
- Principle:Openai Openai node Client Side Stream Consumption
- Principle:Apache Kafka Coordinator Timer Scheduling
Implementations
- Implementation:Hiyouga LLaMA Factory DPO Zh Demo Data
- Implementation:Elevenlabs Elevenlabs python PromptAgentApiModelWorkflowOverrideOutput
- Implementation:Ggml org Ggml Cpu kleidiai kernels
- Implementation:ARISE Initiative Robosuite GymWrapper
- Implementation:Nightwatchjs Nightwatch Core Type Definitions
- Implementation:Bentoml BentoML OTLPMonitor
- Implementation:FlowiseAI Flowise EvaluationResultSideDrawer
- Implementation:Mbzuai oryx Awesome LLM Post training Fetch Paper Details
- Implementation:Mlc ai Mlc llm Radix Tree Header
- Implementation:TobikoData Sqlmesh StateSync Promote Finalize
Heuristics
- Heuristic:Puppeteer Puppeteer Timeout Hierarchy
- Heuristic:Datahub project Datahub Validation Cross API
- Heuristic:Iamhankai Forest of Thought Tree Iteration Scaling
- Heuristic:PeterL1n BackgroundMattingV2 ONNX Patch Method Compatibility
- Heuristic:Deepset ai Haystack Warning Deprecated TransformersSimilarityRanker
- Heuristic:Openclaw Openclaw Plugin Dependency Gotchas
- Heuristic:Googleapis Python genai LRO Polling Backoff
- Heuristic:Kornia Kornia Morphology Engine Selection
- Heuristic:DevExpress Testcafe Docker Chrome Tab Retry
- Heuristic:Turboderp org Exllamav2 Dynamic Generator Tuning
Environments
- Environment:Google research Deduplicate text datasets Python HuggingFace Environment
- Environment:Hpcaitech ColossalAI CUDA GPU Environment
- Environment:Farama Foundation Gymnasium Box2D Physics Backend
- Environment:Vllm project Vllm CUDA Hopper
- Environment:SeldonIO Seldon core Python ML Dependencies Environment
- Environment:NVIDIA NeMo Curator Video Codec Stack
- Environment:Apache Shardingsphere Etcd Cluster Coordination
- Environment:Predibase Lorax Python Server Dependencies
- Environment:Apache Hudi Flink Runtime Environment
- Environment:PrefectHQ Prefect Python Runtime Environment