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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 Onnxruntime Python Inference Pipeline
- Workflow:Deepset ai Haystack Hybrid Document Search
- Workflow:Lm sys FastChat ShareGPT Data Pipeline
- Workflow:Spcl Graph of thoughts GoT Document Merging Pipeline
- Workflow:Open compass VLMEvalKit API Model Evaluation
- Workflow:Alibaba MNN Stable Diffusion Deployment
- Workflow:Explodinggradients Ragas RAG Evaluation
- Workflow:Vibrantlabsai Ragas RAG Evaluation
- Workflow:Arize ai Phoenix Span Annotation Pipeline
- Workflow:Truera Trulens Custom App Instrumentation And Evaluation
Principles
- Principle:Openai Openai agents python Approval Processing
- Principle:Ggml org Llama cpp Multimodal Input Preparation
- Principle:ARISE Initiative Robosuite Object Grouping
- Principle:Kornia Kornia Local Feature Detection
- Principle:Datajuicer Data juicer Operator Fusion
- Principle:Arize ai Phoenix OTel Dependency Setup
- Principle:Langchain ai Langgraph Task Execution Orchestration
- Principle:CrewAIInc CrewAI Flow Execution And Visualization
- Principle:Huggingface Datasets JSON Dataset Building
- Principle:Mlflow Mlflow Production Deployment
Implementations
- Implementation:Explodinggradients Ragas MultiTurnSample Class
- Implementation:Datajuicer Data juicer AnnotationMapper
- Implementation:Explodinggradients Ragas Document Loader Interface
- Implementation:Anthropics Anthropic sdk python JSON Output Format
- Implementation:Sdv dev SDV Evaluate Quality Multi Table
- Implementation:Mlflow Mlflow Set Destination
- Implementation:Infiniflow Ragflow CategoryPanel Component
- Implementation:Ucbepic Docetl FastDecomposer
- Implementation:Alibaba MNN Protobuf Extension Set CC
- Implementation:Ollama Ollama Auth Sign
Heuristics
- Heuristic:Openai Openai node Retry Backoff Configuration
- Heuristic:Puppeteer Puppeteer Mac Silicon Performance
- Heuristic:PacktPublishing LLM Engineers Handbook DPO Training Configuration
- Heuristic:Apache Shardingsphere Worker ID Reservation Strategy
- Heuristic:OpenGVLab InternVL LoRA Alpha Scaling
- Heuristic:Teamcapybara Capybara Negative Predicate Matching
- Heuristic:AUTOMATIC1111 Stable diffusion webui GTX 16 Series FP16 Workaround
- Heuristic:Ggml org Llama cpp Context Size Alignment
- Heuristic:Langchain ai Langchain Pydantic V2 Configuration Tips
- Heuristic:SqueezeAILab ETS Embedding Model GPU Collocation
Environments
- Environment:Huggingface Trl PEFT LoRA Environment
- Environment:Apache Hudi Flink Runtime Environment
- Environment:Lm sys FastChat Python Core Dependencies
- Environment:DataTalksClub Data engineering zoomcamp Kafka Confluent Environment
- Environment:Huggingface Datatrove Python Runtime
- Environment:Isaac sim IsaacGymEnvs IsaacGym Preview 4
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies
- Environment:Openai Openai node Node 20 Runtime
- Environment:Ggml org Ggml C Cpp Build Environment
- Environment:Rapidsai Cuml Python RAPIDS Stack