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:Puppeteer Puppeteer Page Screenshot Capture
- Workflow:Microsoft BIPIA Black Box Defense Evaluation
- Workflow:CrewAIInc CrewAI Knowledge RAG Pipeline
- Workflow:Confident ai Deepeval Synthetic Dataset Generation
- Workflow:Openai Evals Running a single eval
- Workflow:Apache Hudi Flink Schema Evolution
- Workflow:Haosulab ManiSkill Motion Planning Demo Generation
- Workflow:Huggingface Alignment handbook SFT DPO Alignment Pipeline
- Workflow:Fastai Fastbook Collaborative Filtering
- Workflow:EvolvingLMMs Lab Lmms eval End to End Evaluation
Principles
- Principle:Sktime Pytorch forecasting Dense Encoder Decoder
- Principle:Nautechsystems Nautilus trader Instrument Specification
- Principle:Anthropics Anthropic sdk python Message Request With Tools
- Principle:Duckdb Duckdb LZ4 Block Compression
- Principle:Kubeflow Kubeflow Component Deployment
- Principle:MarketSquare Robotframework browser Browser Binary Installation
- Principle:Vllm project Vllm Constrained Generation
- Principle:AUTOMATIC1111 Stable diffusion webui Latent Diffusion Pipeline
- Principle:Sktime Pytorch forecasting Baseline Forecasting
- Principle:Huggingface Datasets Generator Dataset Building
Implementations
- Implementation:Interpretml Interpret Debug Utilities
- Implementation:Langchain ai Langgraph StoreBatchOperations
- Implementation:Datahub project Datahub MergeIntoCommandInputDatasetBuilder
- Implementation:Open compass VLMEvalKit Video MMLU CAP
- Implementation:Ucbepic Docetl GatherOperation Execute
- Implementation:Elevenlabs Elevenlabs python ConversationConfigClientOverrideConfigInput
- Implementation:Allenai Open instruct GRPO ExperimentConfig
- Implementation:Webdriverio Webdriverio AccessibilityHandler Class
- Implementation:Avhz RustQuant Poisson Distribution
- Implementation:Liu00222 Open Prompt Injection compute conditional probability
Heuristics
- Heuristic:Treeverse LakeFS Retry Backoff Configuration
- Heuristic:Fastai Fastbook Learning Rate Finder Rule
- Heuristic:Apache Spark Serialization Optimization
- Heuristic:Neuml Txtai Thread Safety Constraints
- Heuristic:Nightwatchjs Nightwatch Node 17 DNS IPv4 Workaround
- Heuristic:Hpcaitech ColossalAI Flash Attention Dtype Restriction
- Heuristic:Mit han lab Llm awq AWQ Grid Search Tuning
- Heuristic:Datajuicer Data juicer Partition Size Tuning
- Heuristic:Huggingface Alignment handbook QLoRA Learning Rate Scaling
- Heuristic:Duckdb Duckdb Test Development Guidelines
Environments
- Environment:Dotnet Machinelearning TorchSharp Environment
- Environment:Huggingface Transformers PEFT Adapter Env
- Environment:Huggingface Diffusers Attention Backends
- Environment:DistrictDataLabs Yellowbrick Optional NLP Dependencies
- Environment:OpenGVLab InternVL PEFT LoRA
- Environment:Huggingface Open r1 CUDA Environment
- Environment:Fastai Fastbook Python FastAI Environment
- Environment:LMCache LMCache VLLM Serving Engine
- Environment:Arize ai Phoenix LLM Provider SDKs
- Environment:Interpretml Interpret Visualization Environment