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:Turboderp org Exllamav2 EXL2 Model Conversion
- Workflow:Huggingface Open r1 SFT Distillation
- Workflow:Lm sys FastChat Vicuna SFT Finetuning
- Workflow:Speechbrain Speechbrain CTC ASR Training
- Workflow:Run llama Llama index Embedding Finetuning
- Workflow:Iterative Dvc Remote Data Sync
- Workflow:Apache Spark Standalone Cluster Deployment
- Workflow:Run llama Llama index OpenAI LLM Finetuning
- Workflow:Webdriverio Webdriverio WDIO Testrunner Setup
- Workflow:Open compass VLMEvalKit Adding Custom VLM
Principles
- Principle:Apache Paimon Deletion Vectors
- Principle:Google deepmind Dm control Observable Configuration
- Principle:BerriAI Litellm Fine Tuning Job Creation
- Principle:ARISE Initiative Robosuite Inverse Kinematics Control
- Principle:FlowiseAI Flowise Vector Store Query
- Principle:Princeton nlp SimPO Benchmark Decontamination
- Principle:Google deepmind Mujoco Constraint Solving
- Principle:ARISE Initiative Robosuite Camera Projection Utilities
- Principle:Microsoft Agent framework Tool Approval Configuration
- Principle:Volcengine Verl Environment Setup
Implementations
- Implementation:Microsoft Playwright FfPage
- Implementation:Huggingface Transformers Compute Basic Statistics
- Implementation:Openai Openai node Transcriptions Create
- Implementation:OpenGVLab InternVL Build Transform
- Implementation:Treeverse LakeFS Java SDK RemotesApi
- Implementation:TobikoData Sqlmesh Additional Components
- Implementation:Duckdb Duckdb FSST Compression
- Implementation:Ucbepic Docetl SystemPromptsExplorer
- Implementation:FlowiseAI Flowise AgentSettingsMenu
- Implementation:Avhz RustQuant Bachelier Model
Heuristics
- Heuristic:Groq Groq python Error Handling Hierarchy
- Heuristic:Openclaw Openclaw Retry With Exponential Backoff
- Heuristic:Gretelai Gretel synthetics Parallel Generation CUDA Disable
- Heuristic:Openai Openai python Warning Deprecated Legacy Response
- Heuristic:Huggingface Alignment handbook Sequence Packing Strategy
- Heuristic:Lakeraai Pint benchmark Chunking Stride 25 Percent Overlap
- Heuristic:BerriAI Litellm Batch Size Flush Interval Tuning
- Heuristic:Tensorflow Tfjs Memory Management With Tidy
- Heuristic:ClickHouse ClickHouse ThinLTO Build Tradeoffs
- Heuristic:Mage ai Mage ai Sorted Data Bookmark Strategy
Environments
- Environment:Mlfoundations Open flamingo HuggingFace Open CLIP Dependencies
- Environment:Deepseek ai Janus CUDA GPU Environment
- Environment:HKUDS AI Trader API Credentials
- Environment:Promptfoo Promptfoo Provider API Keys
- Environment:Astronomer Astronomer cosmos Python Airflow Runtime
- Environment:Sgl project Sglang Grafana
- Environment:FlagOpen FlagEmbedding GPU Accelerator Environment
- Environment:Truera Trulens Python Core Environment
- Environment:Pola rs Polars Cloud Storage Environment
- Environment:Openai Openai agents python Python 3 9 Runtime