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:Iterative Dvc Pipeline Reproduction
- Workflow:Ggml org Ggml MNIST Training And Evaluation
- Workflow:SeldonIO Seldon core Production Monitoring Pipeline
- Workflow:Unslothai Unsloth Vision Model Finetuning
- Workflow:Trailofbits Fickling PyTorch Format Identification
- Workflow:Pola rs Polars Time Series Analysis
- Workflow:Huggingface Diffusers Checkpoint Conversion
- Workflow:LMCache LMCache CacheBlend KV Reuse
- Workflow:CARLA simulator Carla Building from Source
- Workflow:Dagster io Dagster Bluesky Analytics
Principles
- Principle:Zai org CogVideo Caption Output
- Principle:Mage ai Mage ai Incremental Sync State
- Principle:Kserve Kserve CRD Schema Validation
- Principle:Protectai Llm guard Scanner Benchmarking
- Principle:Bigscience workshop Petals Autoregressive Generation
- Principle:SeleniumHQ Selenium Network Traffic Interception
- Principle:Openai Openai node Client Side Stream Consumption
- Principle:Webdriverio Webdriverio Documentation Infrastructure
- Principle:OpenHands OpenHands Auth Setup
- Principle:Openai Evals LangChain Integration
Implementations
- Implementation:DevExpress Testcafe Gulpfile
- Implementation:Open compass VLMEvalKit ARM thinker
- Implementation:Pyro ppl Pyro MultivariateStudentT
- Implementation:Interpretml Interpret LogLossBinaryObjective
- Implementation:Microsoft Playwright Registry Install
- Implementation:Confident ai Deepeval Error Hierarchy
- Implementation:Treeverse LakeFS Java SDK Model ObjectStatsList
- Implementation:Ggml org Ggml Opencl backend
- Implementation:Ucbepic Docetl Dataset Theme Evolution
- Implementation:Turboderp org Exllamav2 Measure Quant
Heuristics
- Heuristic:Sail sg LongSpec NCCL Distributed Settings
- Heuristic:Huggingface Trl QLoRA BF16 Adapter Casting
- Heuristic:Haifengl Smile Quarkus Async Context Handling
- Heuristic:Kubeflow Pipelines Cache Staleness In Recursive Pipelines
- Heuristic:Dagster io Dagster Retry Strategy Configuration
- Heuristic:OpenHands OpenHands Streamable HTTP Over SSE
- Heuristic:FlagOpen FlagEmbedding Gradient Checkpointing Tip
- Heuristic:Intel Ipex llm NF4 Quantization Best Practice
- Heuristic:NVIDIA DALI Batch Size Tuning
- Heuristic:CrewAIInc CrewAI Rate Limiting Strategy
Environments
- Environment:Risingwavelabs Risingwave Docker Deployment Environment
- Environment:Eventual Inc Daft Python PyArrow Core
- Environment:Snorkel team Snorkel SpaCy NLP
- Environment:Openai Openai python Voice Helpers
- Environment:Marker Inc Korea AutoRAG GPU PyTorch Environment
- Environment:Sgl project Sglang Python Dependencies
- Environment:Dagster io Dagster PostgreSQL Storage
- Environment:Sgl project Sglang CUDA Runtime
- Environment:OpenBMB UltraFeedback HuggingFace Hub Environment
- Environment:Lance format Lance Python Environment