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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:HKUDS AI Trader Multi Agent Comparison
- Workflow:Groq Groq python Text To Speech
- Workflow:Truera Trulens Custom App Instrumentation And Evaluation
- Workflow:Kubeflow Kubeflow Contributing To Kubeflow
- Workflow:NVIDIA NeMo Aligner REINFORCE Training
- Workflow:Datahub project Datahub Java SDK V2 Entity Management
- Workflow:Mlc ai Web llm Text Embeddings And RAG
- Workflow:Huggingface Datasets Dataset Loading and Exploration
- Workflow:Openai Openai agents python Tool Integrated Agent
- Workflow:Tencent Ncnn Image Classification Inference
Principles
- Principle:Explodinggradients Ragas Testset Export
- Principle:Danijar Dreamerv3 Distributed Actor Inference
- Principle:Online ml River Estimator Validation Framework
- Principle:Run llama Llama index Text Chunking
- Principle:Pytorch Serve Inference Handler Development
- Principle:NVIDIA TransformerEngine Activation Checkpointing
- Principle:Huggingface Datatrove IPC Data Reading
- Principle:Haotian liu LLaVA Batch VQA Inference
- Principle:Langgenius Dify Documentation
- Principle:Togethercomputer Together python LLM Evaluation
Implementations
- Implementation:Diagram of thought Diagram of thought Iterative Reasoner Prompt Loading
- Implementation:TobikoData Sqlmesh PlanBuilder Forward Only
- Implementation:Microsoft DeepSpeedExamples GptFinetuning AnalyzeData
- Implementation:Zai org CogVideo Get Video Frames
- Implementation:Apache Paimon RESTCatalogOptions
- Implementation:Googleapis Python genai Tunings Get
- Implementation:Microsoft Onnxruntime CPU GRU IOUtils
- Implementation:Openclaw Openclaw ResolveEffectiveToolPolicy
- Implementation:Treeverse LakeFS Java SDK Model SetupState
- Implementation:Arize ai Phoenix Prompts Create Version
Heuristics
- Heuristic:MaterializeInc Materialize CI Retry Strategies
- Heuristic:Openai CLIP JIT Vs Non JIT Loading
- Heuristic:TobikoData Sqlmesh Model Change Categorization
- Heuristic:Openclaw Openclaw Plugin Dependency Gotchas
- Heuristic:Marker Inc Korea AutoRAG Module Selection Strategies
- Heuristic:Eric mitchell Direct preference optimization TF32 Matmul Precision
- Heuristic:Google deepmind Dm control Prop Settling Physics Tuning
- Heuristic:LMCache LMCache Health Monitor Thresholds
- Heuristic:Alibaba MNN LLM Runtime Tuning
- Heuristic:Predibase Lorax CUDA Graph Batch Size Caching
Environments
- Environment:Helicone Helicone Python ClickHouse Migrations
- Environment:Helicone Helicone Wrangler CLI
- Environment:Snorkel team Snorkel SpaCy NLP
- Environment:Guardrails ai Guardrails LLM Provider API Keys
- Environment:Huggingface Transformers BitsAndBytes Quantization Env
- Environment:Huggingface Optimum GPTQ Quantization Environment
- Environment:DataExpert io Data engineer handbook PostgreSQL Docker Environment
- Environment:Intel Ipex llm NPU Cpp Environment
- Environment:Marker Inc Korea AutoRAG API Keys And Credentials
- Environment:Google research Deduplicate text datasets Rust Cargo Build Environment