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:Datahub project Datahub Spark Lineage Capture
- Workflow:Openai Openai agents python Multi Agent Handoff
- Workflow:Google deepmind Dm control Manipulation Task Setup
- Workflow:Triton inference server Server Ensemble Model Pipeline
- Workflow:Nautechsystems Nautilus trader Strategy development
- Workflow:Togethercomputer Together python Embeddings And Reranking
- Workflow:Apache Druid SQL Based Data Ingestion
- Workflow:Onnx Onnx Model Validation
- Workflow:Deepseek ai Janus Autoregressive Image Generation
- Workflow:Langgenius Dify Plugin Management
Principles
- Principle:Apache Spark Parallel Test Execution
- Principle:Pytorch Serve Model Registration
- Principle:Huggingface Trl Reward Argument Configuration
- Principle:Shiyu coder Kronos Qlib Test Inference
- Principle:Haotian liu LLaVA Distributed Worker Control
- Principle:Facebookresearch Audiocraft Compression Quality Evaluation
- Principle:Axolotl ai cloud Axolotl Tokenizer Configuration
- Principle:Trailofbits Fickling PyTorch Model Wrapping
- Principle:Teamcapybara Capybara Session Cleanup
- Principle:Hiyouga LLaMA Factory Proximal Policy Optimization
Implementations
- Implementation:Norrrrrrr lyn WAInjectBench process file
- Implementation:Treeverse LakeFS Java SDK Model CompletePresignMultipartUpload
- Implementation:Farama Foundation Gymnasium Check Env
- Implementation:Open compass VLMEvalKit MMReason Utils
- Implementation:Facebookresearch Habitat lab Dataset Registration
- Implementation:Hpcaitech ColossalAI Code Reward Utils
- Implementation:Nautechsystems Nautilus trader TestInstrumentProvider Factory
- Implementation:Puppeteer Puppeteer Merge Changelogs
- Implementation:Online ml River Imblearn ChebyshevSampler
- Implementation:Microsoft LoRA GPT2LMModel Config
Heuristics
- Heuristic:Cohere ai Cohere python ToolCallV2 Auto UUID Override
- Heuristic:Getgauge Taiko Browser Launch Flags
- Heuristic:Ray project Ray NaN Score Filtering In PBT
- Heuristic:Norrrrrrr lyn WAInjectBench L2 Normalize CLIP Embeddings
- Heuristic:Predibase Lorax Warning Deprecated BitsAndBytes 8bit
- Heuristic:Openai CLIP FP16 FP32 Dtype Handling
- Heuristic:Triton inference server Server Server Default Configuration
- Heuristic:Spotify Luigi Batch Parameter Aggregation
- Heuristic:Rapidsai Cuml CUDA Kernel Caching
- Heuristic:OpenBMB UltraFeedback GPU Memory Utilization
Environments
- Environment:Spotify Luigi PostgreSQL Server
- Environment:Cypress io Cypress Browser Requirements
- Environment:NVIDIA NeMo Aligner TensorRT LLM Acceleration Environment
- Environment:CrewAIInc CrewAI Optional Provider Dependencies
- Environment:Togethercomputer Together python Fine Tuning Data Requirements
- Environment:Recommenders team Recommenders Python Core Dependencies
- Environment:OWASP Www project top 10 for large language model applications Pre Commit Hooks Environment
- Environment:Apache Flink Python PyFlink Environment
- Environment:Guardrails ai Guardrails Python 3 10 Runtime
- Environment:Cohere ai Cohere python AWS Integration Dependencies