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:Fastai Fastbook Collaborative Filtering
- Workflow:Langchain ai Langgraph CLI Deployment
- Workflow:Langgenius Dify Visual Workflow Builder
- Workflow:Mlc ai Mlc llm Model Compilation
- Workflow:Google deepmind Dm control MJCF Model Composition
- Workflow:EvolvingLMMs Lab Lmms eval Distributed Multi GPU Evaluation
- Workflow:SeldonIO Seldon core AB Testing Experiment
- Workflow:Gretelai Gretel synthetics DataFrame Batch Synthesis
- Workflow:PeterL1n BackgroundMattingV2 Video matting inference
- Workflow:Dagster io Dagster Bluesky Analytics
Principles
- Principle:Mbzuai oryx Awesome LLM Post training Trend Visualization
- Principle:Spcl Graph of thoughts Thought Aggregation
- Principle:Guardrails ai Guardrails SchemaProcessing
- Principle:Iterative Dvc Local Remote State Comparison
- Principle:Avhz RustQuant Foreign Exchange
- Principle:Neuml Txtai Task Wrapping
- Principle:Fastai Fastbook Collab Data Loading
- Principle:Huggingface Datatrove Japanese Word Tokenization
- Principle:Dagster io Dagster External Compute Orchestration
- Principle:LaurentMazare Tch rs Vectorized Environment
Implementations
- Implementation:Google deepmind Mujoco MjModel Header
- Implementation:MarketSquare Robotframework browser Crawling Keywords
- Implementation:FlowiseAI Flowise UsersView
- Implementation:Tensorflow Serving request logger h
- Implementation:Google deepmind Dm control Variation Distributions
- Implementation:Evidentlyai Evidently Group By Metric
- Implementation:Ollama Ollama Imagegen ZImage Transformer
- Implementation:CrewAIInc CrewAI MultiOn Tool
- Implementation:Apache Airflow SchedulerJobRunner Loop
- Implementation:Google deepmind Mujoco jax vmap for MJX
Heuristics
- Heuristic:Hpcaitech ColossalAI Empty Cache Between Phases
- Heuristic:Bigscience workshop Petals Short Inference Pool Merging
- Heuristic:Deepset ai Haystack Document Splitting Defaults
- Heuristic:Helicone Helicone Cost Precision Multiplier
- Heuristic:Guardrails ai Guardrails RAIL Argument Parsing Security
- Heuristic:Huggingface Datatrove FineWeb Filter Pipeline Order
- Heuristic:Anthropics Anthropic sdk python Warning Deprecated LegacyAPIResponse
- Heuristic:Bitsandbytes foundation Bitsandbytes CuBLAS Int8 Dimension Alignment
- Heuristic:Deepspeedai DeepSpeed Sequence Parallel PyTorch Version
- Heuristic:Langgenius Dify SSE Streaming Error Handling
Environments
- Environment:Apache Dolphinscheduler Database Backend
- Environment:Trailofbits Fickling Python Runtime
- Environment:Ggml org Ggml Vulkan GPU Environment
- Environment:Ggml org Llama cpp CMake Build Environment
- Environment:Gretelai Gretel synthetics TensorFlow GPU Environment
- Environment:Pyro ppl Pyro Funsor Backend
- Environment:PacktPublishing LLM Engineers Handbook AWS SageMaker GPU Environment
- Environment:Spotify Luigi SQLAlchemy Database
- Environment:TobikoData Sqlmesh BigQuery Connection
- Environment:Kserve Kserve Gateway API