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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:Mistralai Client python Text Embeddings
- Workflow:Confident ai Deepeval LLM Tracing and Observability
- Workflow:DataExpert io Data engineer handbook AB Experimentation Server
- Workflow:MarketSquare Robotframework browser Plugin Development
- Workflow:LLMBook zh LLMBook zh github io Data Preprocessing Pipeline
- Workflow:Openai Openai agents python Tool Integrated Agent
- Workflow:Deepset ai Haystack Extractive QA Pipeline
- Workflow:Huggingface Transformers Model Quantization
- Workflow:Zai org CogVideo Diffusers Image to Video Inference
- Workflow:Diagram of thought Diagram of thought DoT Prompt Customization
Principles
- Principle:Huggingface Datasets Framework Tensor Conversion
- Principle:AUTOMATIC1111 Stable diffusion webui Model Loading
- Principle:Mlflow Mlflow Container Orchestration
- Principle:Huggingface Datatrove Pipeline Statistics Tracking
- Principle:Mbzuai oryx Awesome LLM Post training Keyword Data Loading
- Principle:Triton inference server Server Inference Request
- Principle:Kserve Kserve Serving Runtime Configuration
- Principle:Google deepmind Mujoco CPU Model Loading
- Principle:Online ml River Iterative Progressive Validation
- Principle:Sail sg LongSpec Prompt Formatting
Implementations
- Implementation:BerriAI Litellm Agent Types
- Implementation:Triton inference server Server L0 Grpc Test
- Implementation:Kornia Kornia Quaternion
- Implementation:Kserve Kserve LocalModelNode Agent DaemonSet
- Implementation:Openai Openai node Audio Resource
- Implementation:Rapidsai Cuml PCA UMAP TSNE Configuration
- Implementation:FMInference FlexLLMGen DeepSpeed Runtime Utils
- Implementation:Tensorflow Serving ServerCore Create And ReloadConfig
- Implementation:Ggml org Ggml Internal utilities
- Implementation:Microsoft Agent framework Edge Condition Function Pattern
Heuristics
- Heuristic:Mlc ai Mlc llm BLAS Dispatch Decision
- Heuristic:Roboflow Rf detr Resolution Divisibility Rule
- Heuristic:Guardrails ai Guardrails Guard History Memory Management
- Heuristic:Openclaw Openclaw Conservative Error Retry Classification
- Heuristic:Bitsandbytes foundation Bitsandbytes Outlier Threshold Detection
- Heuristic:Predibase Lorax Flash Attention Backend Selection
- Heuristic:Avdvg InjectGuard Dataset Coverage Recall Bound
- Heuristic:Ggml org Ggml Quantization Type Selection
- Heuristic:Danijar Dreamerv3 Replay Context Carry Init
- Heuristic:Mlfoundations Open flamingo FSDP Manual Wrapping For Mixed Parameters
Environments
- Environment:Sgl project Sglang Multi Platform Accelerators
- Environment:Sktime Pytorch forecasting Matplotlib Plotting Dependencies
- Environment:EvolvingLMMs Lab Lmms eval Python Runtime Environment
- Environment:Tensorflow Serving Docker Runtime Environment
- Environment:Alibaba ROLL ROCm GPU Environment
- Environment:CarperAI Trlx Python Accelerate
- Environment:CrewAIInc CrewAI Python Runtime Environment
- Environment:Dotnet Machinelearning Platform Architecture Support
- Environment:Kserve Kserve Gateway API
- Environment:Langgenius Dify Node Frontend Environment