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1,118
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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Browse by Category
| 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:Guardrails ai Guardrails Structured Data Generation
- Workflow:Ggml org Ggml MNIST Training And Evaluation
- Workflow:Testtimescaling Testtimescaling github io Automated Citation Tracking
- Workflow:Apache Spark Kubernetes Deployment
- Workflow:Scikit learn contrib Imbalanced learn Ensemble Imbalanced Classification
- Workflow:ContextualAI HALOs Reward Model Training
- Workflow:Apache Kafka Broker Startup
- Workflow:Groq Groq python Text Embedding
- Workflow:Microsoft Autogen Multi Agent Conversation
- Workflow:TobikoData Sqlmesh Model development and testing
Principles
- Principle:Huggingface Transformers Model Lifecycle Management
- Principle:Bentoml BentoML Model Loading From Store
- Principle:Langgenius Dify Processing Node Configuration
- Principle:Scikit learn Scikit learn Neural Networks
- Principle:Promptfoo Promptfoo Evaluation Execution
- Principle:Wandb Weave API Migration Linting
- Principle:AUTOMATIC1111 Stable diffusion webui Canvas UI Interaction
- Principle:Kubeflow Kubeflow Serve Model
- Principle:Mlflow Mlflow Experiment Visualization
- Principle:LaurentMazare Tch rs Error Handling
Implementations
- Implementation:Datahub project Datahub MetadataChangeProposalWrapper Builder
- Implementation:LMCache LMCache Offload Server Interface
- Implementation:VainF Torch Pruning Count Ops And Params
- Implementation:Openai Openai python Skill Model
- Implementation:Open compass VLMEvalKit LMDeployWrapper
- Implementation:SeleniumHQ Selenium Bazelisk JDK DevContainer Setup
- Implementation:SeleniumHQ Selenium ByIdOrName
- Implementation:Apache Paimon ConfigOptions
- Implementation:Interpretml Interpret ShapKernel
- Implementation:Infiniflow Ragflow SavingButton Component
Heuristics
- Heuristic:AnswerDotAI RAGatouille FAISS Vs PyTorch KMeans Indexing
- Heuristic:Vllm project Vllm Attention Backend Selection
- Heuristic:ContextualAI HALOs Humanline Clamping
- Heuristic:Langgenius Dify Credential Sanitization In API Responses
- Heuristic:Huggingface Alignment handbook Sequence Packing Strategy
- Heuristic:Iamhankai Forest of Thought Self Correction Confidence Threshold
- Heuristic:Anthropics Anthropic sdk python Model Deprecation Awareness
- Heuristic:MaterializeInc Materialize Docker Image Cache Lookup
- Heuristic:DataTalksClub Data engineering zoomcamp Dbt Materialization Strategy
- Heuristic:LMCache LMCache Prefix Based Retrieval Pattern
Environments
- Environment:Trailofbits Fickling PyTorch
- Environment:Haosulab ManiSkill Python SAPIEN Core
- Environment:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Python Environment
- Environment:Tensorflow Serving Kubernetes Deployment Environment
- Environment:Open compass VLMEvalKit GPU CUDA Environment
- Environment:Openai CLIP PyTorch CUDA Runtime
- Environment:Dagster io Dagster PostgreSQL Storage
- Environment:Mlflow Mlflow Python Runtime Environment
- Environment:Microsoft Onnxruntime CUDA GPU Environment
- Environment:Isaac sim IsaacGymEnvs IsaacGym Preview 4