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:Vibrantlabsai Ragas RAG Evaluation
- Workflow:Dotnet Machinelearning Text Classification
- Workflow:Elevenlabs Elevenlabs python Text to Speech Generation
- Workflow:Princeton nlp Tree of thought llm Adding new task
- Workflow:AUTOMATIC1111 Stable diffusion webui Image to image generation
- Workflow:DataExpert io Data engineer handbook AB Experimentation Server
- Workflow:Openai Openai node Structured Output Parsing
- Workflow:Haifengl Smile SQL Analytics Pipeline
- Workflow:TobikoData Sqlmesh Dbt project migration
- Workflow:Intel Ipex llm QLoRA Finetuning
Principles
- Principle:Unstructured IO Unstructured PDF Partitioning
- Principle:Haifengl Smile SQL Metadata Exploration
- Principle:Ray project Ray Multi Language Cluster Initialization
- Principle:Vespa engine Vespa CPP Compilation
- Principle:MarketSquare Robotframework browser Plugin Architecture
- Principle:Ray project Ray Actor Termination
- Principle:Snorkel team Snorkel Labeling Function Analysis
- Principle:Volcengine Verl GAE Advantage Estimation
- Principle:FlowiseAI Flowise Node Registry Loading
- Principle:Ggml org Llama cpp Distributed Inference
Implementations
- Implementation:Sktime Pytorch forecasting Baseline
- Implementation:Langfuse Langfuse CreateExperimentJobClickhouse
- Implementation:Microsoft Onnxruntime LazyTensorFusion
- Implementation:Zai org CogVideo SAT Get Model Load Checkpoint
- Implementation:EvolvingLMMs Lab Lmms eval Cache Utils
- Implementation:ArroyoSystems Arroyo Create Profile Page
- Implementation:Puppeteer Puppeteer ResolveBuildId
- Implementation:Haosulab ManiSkill SceneManipulationEnv
- Implementation:Lance format Lance Java DynamicContextProvider
- Implementation:AUTOMATIC1111 Stable diffusion webui UniPC Sampler
Heuristics
- Heuristic:Microsoft Agent framework Tool Approval Mode Production
- Heuristic:Iamhankai Forest of Thought Input Length Overflow Recovery
- Heuristic:Dagster io Dagster Record Over Dataclass
- Heuristic:NVIDIA NeMo Curator GPU Memory Resource Allocation
- Heuristic:Huggingface Open r1 vLLM GPU Allocation
- Heuristic:Huggingface Trl Disable Dropout For RL Training
- Heuristic:Ggml org Ggml Thread Count Selection
- Heuristic:CARLA simulator Carla Client Server Version Match
- Heuristic:Rapidsai Cuml Dask Data Partitioning
- Heuristic:Huggingface Trl Distributed Device Map Override
Environments
- Environment:Pytorch Serve Distributed Training Environment
- Environment:Groq Groq python Python Groq SDK
- Environment:Vllm project Vllm CUDA
- Environment:Datajuicer Data juicer Python Runtime Environment
- Environment:Huggingface Datasets Lance Dependencies
- Environment:OpenBMB UltraFeedback OpenAI API Environment
- Environment:Google deepmind Dm control GLFW Desktop Rendering
- Environment:Mlflow Mlflow GPU System Metrics Environment
- Environment:PacktPublishing LLM Engineers Handbook API Credentials
- Environment:Huggingface Datasets Python PyArrow Core