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:Openai Openai agents python Multi Agent Handoff
- Workflow:Huggingface Optimum GPTQ Quantization
- Workflow:MarketSquare Robotframework browser Browser Test Authoring
- Workflow:Neuml Txtai Model Training
- Workflow:Helicone Helicone LLM Request Proxy Logging
- Workflow:Mlc ai Web llm Chrome Extension Integration
- Workflow:Huggingface Trl Reward Model Training
- Workflow:Ggml org Llama cpp HF to GGUF Model Conversion
- Workflow:Avhz RustQuant Analytic Option Pricing
- Workflow:Haotian liu LLaVA Single Image Inference
Principles
- Principle:Huggingface Datasets Dataset Sorting
- Principle:Zai org CogVideo Video Export
- Principle:Avdvg InjectGuard Similarity Search Detection
- Principle:Risingwavelabs Risingwave CDC Schema History
- Principle:OWASP Www project top 10 for large language model applications Vulnerability Categorization and Voting
- Principle:Openai Openai node Audio Transcription
- Principle:Ggml org Llama cpp KV Cache Management
- Principle:Pyro ppl Pyro Mixed Effect HMM
- Principle:BerriAI Litellm Environment Configuration
- Principle:Apache Flink Enriched Row Composition
Implementations
- Implementation:Iterative Dvc SingleStageFile Dump
- Implementation:Evidentlyai Evidently Legacy Engine
- Implementation:Farama Foundation Gymnasium Check Env
- Implementation:Openai Openai node Files WaitForProcessing
- Implementation:MarketSquare Robotframework browser Inv Version Docs
- Implementation:TobikoData Sqlmesh PlanApplyStageTracker
- Implementation:Microsoft Playwright CrExecutionContext
- Implementation:DistrictDataLabs Yellowbrick Type Detection Utilities
- Implementation:CARLA simulator Carla Python Client Bindings
- Implementation:Explodinggradients Ragas LangSmith Integration
Heuristics
- Heuristic:Huggingface Trl Gradient Checkpointing Use Reentrant
- Heuristic:Avdvg InjectGuard Dataset Coverage Recall Bound
- Heuristic:NVIDIA TransformerEngine FP8 Recipe Auto Selection
- Heuristic:OpenGVLab InternVL Multi GPU ViT Device Mapping
- Heuristic:Kserve Kserve NCCL RoCE Auto Detection
- Heuristic:Marker Inc Korea AutoRAG Hybrid Retrieval Score Normalization
- Heuristic:Guardrails ai Guardrails RAIL Argument Parsing Security
- Heuristic:Shiyu coder Kronos Two Stage Finetuning Strategy
- Heuristic:Duckdb Duckdb Version Sync Across Files
- Heuristic:Lm sys FastChat Vicuna SFT Training Hyperparameters
Environments
- Environment:Puppeteer Puppeteer Node 18 Runtime
- Environment:Huggingface Alignment handbook Python PEFT
- Environment:Intel Ipex llm XPU Finetuning Environment
- Environment:PacktPublishing LLM Engineers Handbook VLLM Evaluation Environment
- Environment:Bitsandbytes foundation Bitsandbytes CUDA GPU Runtime
- Environment:Infiniflow Ragflow Python Runtime
- Environment:DataTalksClub Data engineering zoomcamp Dlt BigQuery Environment
- Environment:Junyanz Pytorch CycleGAN and pix2pix Python PyTorch Runtime
- Environment:Lakeraai Pint benchmark Python 310 With Pandas
- Environment:PacktPublishing LLM Engineers Handbook Selenium Chrome Crawler Environment