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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:Gretelai Gretel synthetics LSTM Text Generation
- Workflow:ARISE Initiative Robomimic Trained Policy Evaluation
- Workflow:Cypress io Cypress CI Pipeline Integration
- Workflow:Google research Deduplicate text datasets Single file deduplication
- Workflow:Huggingface Diffusers Model Quantization
- Workflow:Promptfoo Promptfoo CI CD Integration
- Workflow:LMCache LMCache CacheBlend KV Reuse
- Workflow:DevExpress Testcafe CI Integration
- Workflow:Langgenius Dify Plugin Management
- Workflow:Evidentlyai Evidently LLM Evaluation Monitoring
Principles
- Principle:Kserve Kserve InferenceGraph Specification
- Principle:Sgl project Sglang Server Arguments Configuration
- Principle:Princeton nlp Tree of thought llm Usage Tracking
- Principle:Apache Airflow Operator Sensor Development
- Principle:Marker Inc Korea AutoRAG Pipeline Query Execution
- Principle:Haotian liu LLaVA Result Format Conversion
- Principle:Iterative Dvc Dependency Graph Validation
- Principle:Onnx Onnx External Data Conversion
- Principle:Pytorch Serve Server Lifecycle
- Principle:SeldonIO Seldon core Explainer Readiness Verification
Implementations
- Implementation:Datajuicer Data juicer VideoTaggingFromFramesMapper
- Implementation:Ggml org Ggml Cpu s390 quants
- Implementation:Iterative Dvc Utils Collections
- Implementation:Onnx Onnx Load External Data For Model
- Implementation:Cypress io Cypress CreateInstance
- Implementation:Risingwavelabs Risingwave OpensearchBulkProcessorAdapter
- Implementation:Turboderp org Exllamav2 Attn Params
- Implementation:Treeverse LakeFS UploadObject For Actions
- Implementation:Teamcapybara Capybara CSSBuilder
- Implementation:Open compass VLMEvalKit VILA
Heuristics
- Heuristic:Cohere ai Cohere python Pydantic V1 V2 Compatibility
- Heuristic:Facebookresearch Audiocraft Generation Parameter Defaults
- Heuristic:Fastai Fastbook Weight Decay Tuning
- Heuristic:TobikoData Sqlmesh Forward Only Safety
- Heuristic:Tencent Ncnn FP16 Precision Selection
- Heuristic:SeldonIO Seldon core Tracing Latency Tip
- Heuristic:Google deepmind Dm control Prop Settling Physics Tuning
- Heuristic:Puppeteer Puppeteer Mac Silicon Performance
- Heuristic:AnswerDotAI RAGatouille Searcher Configuration By Collection Size
- Heuristic:Shiyu coder Kronos Learning Rate And Optimizer Tuning
Environments
- Environment:Google deepmind Mujoco Python Bindings Environment
- Environment:DataTalksClub Data engineering zoomcamp Dbt DuckDB Environment
- Environment:Langfuse Langfuse Node 24 Runtime
- Environment:Vllm project Vllm ROCm
- Environment:Puppeteer Puppeteer Node 18 Runtime
- Environment:TobikoData Sqlmesh Dbt Compatibility
- Environment:Neuml Txtai GPU Accelerator Detection
- Environment:Ggml org Llama cpp CMake Build Environment
- Environment:Openai Openai python Realtime WebSocket
- Environment:Iamhankai Forest of Thought OpenAI API Credentials