Main Page
27,667
Total Pages
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.
Connect your AI coding agent. Plug Leeroopedia into your favorite coding agent, and let it build robust AI/ML systems autonomously:
- SuperML plugin — converts your AI coding agent into an expert ML engineer with agentic memory
- Leeroopedia MCP — search over best-practices and skills of ML/AI
- Kapso — experimentation platform for autonomous AI/ML software building
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:Danijar Dreamerv3 Single Process Training
- Workflow:Sgl project Sglang ModelOpt Quantization And Export
- Workflow:Datahub project Datahub Metadata Ingestion Pipeline
- Workflow:Apache Spark Release Process
- Workflow:Predibase Lorax OpenAI Chat Completion
- Workflow:SeldonIO Seldon core Production Monitoring Pipeline
- Workflow:Microsoft Onnxruntime Nodejs Inference
- Workflow:Langchain ai Langgraph Persistence and Memory Setup
- Workflow:Haotian liu LLaVA Benchmark Evaluation
- Workflow:Microsoft Agent framework Multi Agent Sequential Orchestration
Principles
- Principle:OWASP Www project top 10 for large language model applications Mitigation Gap Analysis
- Principle:Openclaw Openclaw Session Resolution
- Principle:Bentoml BentoML Distributed Deployment Configuration
- Principle:Mage ai Mage ai Destination State Checkpointing
- Principle:Risingwavelabs Risingwave Java Rust JNI Bridge
- Principle:Anthropics Anthropic sdk python Parsed Output Access
- Principle:Arize ai Phoenix Client Initialization
- Principle:Online ml River Incremental Clustering Interface
- Principle:Treeverse LakeFS Java SDK Data Models
- Principle:Kubeflow Kubeflow Issue Routing Configuration
Implementations
- Implementation:OpenGVLab InternVL MMBench VQA Inference
- Implementation:Explodinggradients Ragas DataCompyScore Metric
- Implementation:EvolvingLMMs Lab Lmms eval SciBench Utils
- Implementation:EvolvingLMMs Lab Lmms eval Import Utils
- Implementation:Lance format Lance Java OpenDatasetBuilder
- Implementation:Huggingface Datasets Dataset Select
- Implementation:ArroyoSystems Arroyo Globalize Modal
- Implementation:Mit han lab Llm awq Real quantize model weight
- Implementation:SeldonIO Seldon core Seldon Pipeline CRD Monitoring
- Implementation:Huggingface Datasets Dataset From Pandas
Heuristics
- Heuristic:Microsoft BIPIA OpenAI Rate Limit Retry
- Heuristic:NVIDIA NeMo Curator Deduplication Blocksize Tuning
- Heuristic:Apache Paimon File Sizing and Split Planning
- Heuristic:Explodinggradients Ragas Retry And Backoff Configuration
- Heuristic:Facebookresearch Habitat lab Force Single Threaded PyTorch
- Heuristic:CarperAI Trlx KL Coefficient Adaptation
- Heuristic:Puppeteer Puppeteer Navigation Race Condition Avoidance
- Heuristic:Mlfoundations Open flamingo KV Cache Classification Optimization
- Heuristic:Promptfoo Promptfoo WAL Mode Network Filesystem
- Heuristic:Huggingface Transformers Gradient Checkpointing Memory Tradeoff
Environments
- Environment:Huggingface Datasets Lance Dependencies
- Environment:Spotify Luigi Tornado Web Server
- Environment:Kubeflow Kubeflow Istio Certmanager Dex Environment
- Environment:Infiniflow Ragflow GPU CUDA Environment
- Environment:Vibrantlabsai Ragas Python 3 9 Core Environment
- Environment:Microsoft Playwright Node Runtime Environment
- Environment:Cypress io Cypress Linux Display Server
- Environment:Isaac sim IsaacGymEnvs Python CUDA Runtime
- Environment:Predibase Lorax Python Server Dependencies
- Environment:Microsoft Onnxruntime Nodejs Runtime Environment