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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:Haifengl Smile Data Loading Pipeline
- Workflow:Microsoft Onnxruntime Nodejs Inference
- Workflow:Protectai Llm guard API Server Deployment
- Workflow:Puppeteer Puppeteer Page Screenshot Capture
- Workflow:Pyro ppl Pyro Discrete Enumeration
- Workflow:Rapidsai Cuml Random Forest Training And Inference
- Workflow:Ggml org Llama cpp Multimodal Inference
- Workflow:Mistralai Client python OCR Document Processing
- Workflow:Huggingface Diffusers ControlNet Guided Generation
- Workflow:Neuml Txtai Pipeline Workflow Chaining
Principles
- Principle:Princeton nlp Tree of thought llm Task Registration
- Principle:Openclaw Openclaw Cloud Deployment Configuration
- Principle:MaterializeInc Materialize Upgrade Validation
- Principle:Confident ai Deepeval Step Efficiency Evaluation
- Principle:Langfuse Langfuse Evaluation Job Creation
- Principle:Pyro ppl Pyro Prior Specification
- Principle:Mlc ai Web llm Text Embedding Generation
- Principle:TobikoData Sqlmesh Project Loading And Validation
- Principle:Spcl Graph of thoughts Language Model Abstraction
- Principle:Bentoml BentoML Service Class Definition
Implementations
- Implementation:Bentoml BentoML Start Functions
- Implementation:Haifengl Smile DenseMatrix Operations
- Implementation:Microsoft Agent framework Edge Condition
- Implementation:NVIDIA NeMo Curator LSHStage
- Implementation:Langgenius Dify I18n Resources
- Implementation:DataTalksClub Data engineering zoomcamp Dlt Resource Decorator
- Implementation:Isaac sim IsaacGymEnvs Rl Games Runner Integration
- Implementation:ThreeSR Awesome Inference Time Scaling Config Function
- Implementation:Scikit learn Scikit learn GradientBoostingClassifier Init
- Implementation:Tensorflow Tfjs CPU SparseFillEmptyRows Impl
Heuristics
- Heuristic:Lucidrains X transformers Flash Attention Configuration
- Heuristic:Trailofbits Fickling Race Condition Prevention
- Heuristic:Huggingface Optimum GPTQ Quantization Defaults
- Heuristic:Duckdb Duckdb Version Sync Across Files
- Heuristic:Online ml River ARF Drift Detection Sensitivity
- Heuristic:Apache Hudi Data Skipping Limitations
- Heuristic:Neuml Txtai Llama Cpp Context Fallback
- Heuristic:Axolotl ai cloud Axolotl Attention Mechanism Selection
- Heuristic:Apache Airflow Memory Management Tips
- Heuristic:Turboderp org Exllamav2 Quantization Conversion Tips
Environments
- Environment:Sdv dev SDV Python Runtime
- Environment:Ucbepic Docetl LLM API Keys
- Environment:Diagram of thought Diagram of thought LLM API
- Environment:Dotnet Machinelearning ONNX Runtime Environment
- Environment:Apache Druid Druid Cluster Api
- Environment:FlagOpen FlagEmbedding Python PyTorch Environment
- Environment:Risingwavelabs Risingwave Dashboard Node Environment
- Environment:Google deepmind Mujoco MJX JAX Environment
- Environment:Kubeflow Pipelines Kubernetes Cluster
- Environment:CARLA simulator Carla Build From Source Requirements