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:OpenHands OpenHands Conversation Lifecycle Management
- Workflow:Guardrails ai Guardrails LLM Output Validation
- Workflow:Interpretml Interpret Model Explanation And Visualization
- Workflow:Mistralai Client python Function Calling
- Workflow:NVIDIA NeMo Aligner Supervised Fine Tuning
- Workflow:Elevenlabs Elevenlabs python Realtime TTS Streaming
- Workflow:Iterative Dvc Plot Visualization
- Workflow:Mbzuai oryx Awesome LLM Post training Awesome List Curation
- Workflow:TobikoData Sqlmesh Plan and apply deployment
- Workflow:Microsoft Autogen Graph Based Agent Orchestration
Principles
- Principle:Pyro ppl Pyro Prior Specification
- Principle:AUTOMATIC1111 Stable diffusion webui VAE decoding and output composition
- Principle:Datajuicer Data juicer Data Selection
- Principle:Marker Inc Korea AutoRAG Corpus Instantiation
- Principle:Eventual Inc Daft Temp Table Registration
- Principle:SqueezeAILab ETS Score Aggregation
- Principle:ClickHouse ClickHouse Server Startup For Testing
- Principle:Facebookresearch Audiocraft Audio Dataset Preparation
- Principle:Wandb Weave Decorator Style Enforcement
- Principle:Duckdb Duckdb Snappy Compression
Implementations
- Implementation:Elevenlabs Elevenlabs python McpServerConfigOutput
- Implementation:Evidentlyai Evidently Dataset As Dataframe
- Implementation:ArroyoSystems Arroyo Nexmark Connector
- Implementation:TobikoData Sqlmesh Toggle
- Implementation:Treeverse LakeFS Java SDK Model IcebergPushRequest
- Implementation:Hpcaitech ColossalAI Extension Utils
- Implementation:Open compass VLMEvalKit CWWrapper
- Implementation:Open compass VLMEvalKit MMHelix Binario Eval
- Implementation:ArroyoSystems Arroyo Pipeline Details Page
- Implementation:Onnx Onnx Graph Node List
Heuristics
- Heuristic:Princeton nlp SimPO Concatenated Forward Pass
- Heuristic:Vibrantlabsai Ragas Nest Asyncio Uvloop Compatibility
- Heuristic:Mlc ai Mlc llm Engine Mode Selection
- Heuristic:Scikit learn Scikit learn Warning Deprecated PassiveAggressive
- Heuristic:Ggml org Ggml Memory Allocation Strategy
- Heuristic:Unstructured IO Unstructured Strategy Fallback Chain
- Heuristic:Microsoft Onnxruntime Memory Recomputation Optimization
- Heuristic:ChenghaoMou Text dedup Bloom Filter Single Process
- Heuristic:Mit han lab Llm awq AWQ Grid Search Tuning
- Heuristic:Kserve Kserve Prefix Cache Consistency
Environments
- Environment:Dagster io Dagster PostgreSQL Storage
- Environment:Treeverse LakeFS Spark GC Environment
- Environment:Cypress io Cypress Linux Display Server
- Environment:Microsoft Semantic kernel OpenAI API Environment
- Environment:Speechbrain Speechbrain Speech Enhancement Dependencies
- Environment:Sgl project Sglang GitHub Actions
- Environment:Bigscience workshop Petals CUDA Server
- Environment:Unslothai Unsloth Llama Cpp
- Environment:Treeverse LakeFS LakeFS Server Environment
- Environment:Marker Inc Korea AutoRAG Japanese NLP Dependencies