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:Dotnet Machinelearning ONNX Model Scoring
- Workflow:Protectai Modelscan CLI Model Scanning
- Workflow:Huggingface Datatrove Summary Statistics
- Workflow:Mistralai Client python Azure Chat Completion
- Workflow:Mistralai Client python Function Calling
- Workflow:Haifengl Smile Nearest Neighbor Search
- Workflow:Openclaw Openclaw Channel Connection
- Workflow:Tencent Ncnn PyTorch Model Conversion and Inference
- Workflow:Kubeflow Pipelines XGBoost Training Pipeline
Principles
- Principle:SeldonIO Seldon core Pipeline Readiness Verification
- Principle:OpenHands OpenHands Token Refresh
- Principle:Mage ai Mage ai API Stream Discovery
- Principle:Microsoft Playwright Configure API Request Context
- Principle:Langgenius Dify Code Quality
- Principle:Ggml org Llama cpp Android Integration
- Principle:Recommenders team Recommenders Benchmark Metric Evaluation
- Principle:Lm sys FastChat Condensed Rotary Embedding
- Principle:Ggml org Llama cpp GGUFFormat
- Principle:HKUDS AI Trader System Prompt Construction
Implementations
- Implementation:Ggml org Ggml Virtgpu command stream
- Implementation:Helicone Helicone BuildIndexes
- Implementation:Lance format Lance Java NamespaceStorageOptions
- Implementation:Datajuicer Data juicer Compress Utils
- Implementation:Run llama Llama index Node Postprocessors
- Implementation:Wandb Weave Prerelease Dry Run
- Implementation:Mistralai Client python MistralGoogleCloud Init
- Implementation:Microsoft Playwright CookieStore
- Implementation:Vibrantlabsai Ragas SimplePrompt
- Implementation:OpenBMB UltraFeedback Model Pool Sampling
Heuristics
- Heuristic:Apache Beam Thread Pool Parallelism Sizing
- Heuristic:Zai org CogVideo Data Preparation Best Practices
- Heuristic:Huggingface Alignment handbook DDP Bias Buffer Ignore
- Heuristic:Onnx Onnx Warning Deprecated InlineSelectedFunctions
- Heuristic:DataExpert io Data engineer handbook SparkSession Singleton Pattern
- Heuristic:ARISE Initiative Robosuite Numba BSOD Workaround
- Heuristic:Pyro ppl Pyro MCMC Warmup Adaptation
- Heuristic:Ucbepic Docetl Validation Retry Strategy
- Heuristic:Snorkel team Snorkel Minimum Three LFs
- Heuristic:Facebookresearch Habitat lab Force Single Threaded PyTorch
Environments
- Environment:Huggingface Datasets JAX Integration
- Environment:Neuml Txtai Optional Extras Dependencies
- Environment:Helicone Helicone Wrangler CLI
- Environment:Apache Airflow Development Contributor Environment
- Environment:Openclaw Openclaw Docker Deployment Environment
- Environment:Vllm project Vllm Python
- Environment:OpenGVLab InternVL PEFT LoRA
- Environment:Ollama Ollama GPU Runtime
- Environment:Spotify Luigi SQLAlchemy Database
- Environment:Lm sys FastChat LoRA QLoRA Training Environment