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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:Alibaba ROLL Reward Flow Diffusion Pipeline
- Workflow:Huggingface Optimum FX Graph Optimization
- Workflow:AUTOMATIC1111 Stable diffusion webui Image postprocessing and upscaling
- Workflow:Lance format Lance Vector Search Pipeline
- Workflow:Openai Openai python Chat Completion
- Workflow:BerriAI Litellm Fine Tuning Job
- Workflow:Obss Sahi COCO Evaluation
- Workflow:Protectai Llm guard API Server Deployment
- Workflow:DevExpress Testcafe CLI Test Execution
- Workflow:Google deepmind Mujoco Offscreen video recording
Principles
- Principle:Microsoft Playwright Execute API Requests
- Principle:Alibaba MNN LLM Model Export
- Principle:Mlc ai Web llm Function Calling Model Selection
- Principle:Infiniflow Ragflow Chunk CRUD
- Principle:Online ml River Time Series Base Interface
- Principle:Bentoml BentoML Cloud Deployment Creation
- Principle:FlagOpen FlagEmbedding Auto Embedding Model Loading
- Principle:Ggml org Llama cpp KV Cache Management
- Principle:Webdriverio Webdriverio Documentation Infrastructure
- Principle:Volcengine Verl Sandbox Code Execution
Implementations
- Implementation:DevExpress Testcafe RunnerAPI TypeDefs
- Implementation:InternLM Lmdeploy BatchCopy
- Implementation:Treeverse LakeFS Java SDK ExperimentalApi
- Implementation:Scikit learn Scikit learn GetComment
- Implementation:Infiniflow Ragflow DialogService Update LLM Settings
- Implementation:Google deepmind Dm control Composer Environment For Manipulation
- Implementation:Lm sys FastChat Category Label Pipeline
- Implementation:Mage ai Mage ai Twitter Ads Transform
- Implementation:Mlflow Mlflow ML Package Versions Data
- Implementation:Apache Paimon DataTypeJsonParser
Heuristics
- Heuristic:Mbzuai oryx Awesome LLM Post training Depth Limit Recursion At 2
- Heuristic:Danijar Dreamerv3 Percentile Return Normalization
- Heuristic:Fastai Fastbook Progressive Resizing
- Heuristic:Datahub project Datahub Emitter Selection Strategy
- Heuristic:Haotian liu LLaVA Flash Attention GPU Requirement
- Heuristic:Langchain ai Langgraph Deprecation Migration Guide
- Heuristic:OpenBMB UltraFeedback Score Parsing Robustness
- Heuristic:Bitsandbytes foundation Bitsandbytes Outlier Threshold Detection
- Heuristic:VainF Torch Pruning Over Pruning Prevention
- Heuristic:Kserve Kserve VLLM GPU Memory Utilization
Environments
- Environment:Tensorflow Serving Python Client Environment
- Environment:Interpretml Interpret Python Core Environment
- Environment:Openclaw Openclaw Mintlify Documentation Platform
- Environment:Onnx Onnx Cpp Build Environment
- Environment:Arize ai Phoenix LLM Provider SDKs
- Environment:LMCache LMCache Python Runtime
- Environment:NVIDIA NeMo Curator Ray Cluster
- Environment:Confident ai Deepeval Python 3 9 Runtime
- Environment:Nautechsystems Nautilus trader Binance API Credentials
- Environment:Apache Beam Dataflow Streaming Runtime