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:Diagram of thought Diagram of thought DoT Trace Extraction
- Workflow:Apache Flink Async Sink Lifecycle
- Workflow:Treeverse LakeFS S3 Gateway Integration
- Workflow:OpenGVLab InternVL Supervised Finetuning
- Workflow:MarketSquare Robotframework browser Library Development and Release
- Workflow:PrefectHQ Prefect Asset Based Data Pipeline
- Workflow:Triton inference server Server Quickstart Model Deployment
- Workflow:Onnx Onnx External Data Handling
- Workflow:Iterative Dvc Experiment Tracking
- Workflow:LMCache LMCache KV Cache Offloading
Principles
- Principle:Huggingface Datasets JSON Import
- Principle:LaurentMazare Tch rs Stable Diffusion
- Principle:Farama Foundation Gymnasium Box2D Physics Simulation
- Principle:Cypress io Cypress Project Configuration
- Principle:MarketSquare Robotframework browser Node Dependency Initialization
- Principle:OpenRLHF OpenRLHF Knowledge Distillation Training
- Principle:Haotian liu LLaVA GPT Review Aggregation
- Principle:Openai Openai agents python Tool Input Guardrail Definition
- Principle:FMInference FlexLLMGen Autotuning Configuration Search
- Principle:NVIDIA DALI Image Normalization
Implementations
- Implementation:Zai org CogVideo SAT Requirements Install
- Implementation:Open compass VLMEvalKit CWWrapper
- Implementation:Apache Paimon FaissVectorIndexOptions Configuration
- Implementation:Deepspeedai DeepSpeed Initialize For SFT
- Implementation:Run llama Llama index PII Postprocessors
- Implementation:Datajuicer Data juicer ImageFaceCountFilter
- Implementation:Rapidsai Cuml FIL Exceptions
- Implementation:Lance format Lance BlobBuilder
- Implementation:Risingwavelabs Risingwave Docker Compose Lakekeeper
- Implementation:Avhz RustQuant Bernoulli Distribution
Heuristics
- Heuristic:Openai Openai python Fine Tuning Data Preparation Tips
- Heuristic:Ggml org Llama cpp GPU Layer Offloading Verification
- Heuristic:Kubeflow Pipelines Component URL Commit SHA Pinning
- Heuristic:Groq Groq python Timeout Configuration
- Heuristic:Apache Dolphinscheduler Failover Marker TTL
- Heuristic:Google research Deduplicate text datasets Parallel Job Scaling By Data Size
- Heuristic:Hpcaitech ColossalAI Empty Cache Between Phases
- Heuristic:Microsoft BIPIA OpenAI Rate Limit Retry
- Heuristic:Ggml org Ggml Memory Allocation Strategy
- Heuristic:OpenGVLab InternVL LoRA Alpha Scaling
Environments
- Environment:Guardrails ai Guardrails LLM Provider API Keys
- Environment:Openai Evals Python Runtime
- Environment:Googleapis Python genai Python 3 10 SDK Runtime
- Environment:Ray project Ray Java Build Environment
- Environment:Teamcapybara Capybara Ruby And Gem Dependencies
- Environment:Alibaba MNN CPU Build Environment
- Environment:Intel Ipex llm NPU Cpp Environment
- Environment:OpenBMB UltraFeedback OpenAI API Environment
- Environment:TA Lib Ta lib python TA Lib C Library
- Environment:ClickHouse ClickHouse Python3 Test Environment