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:NVIDIA TransformerEngine FSDP Distributed Training
- Workflow:Liu00222 Open Prompt Injection DataSentinel Detection
- Workflow:Elevenlabs Elevenlabs python Text to Speech Generation
- Workflow:Microsoft Playwright End to end test authoring
- Workflow:SeldonIO Seldon core AB Testing Experiment
- Workflow:Dotnet Machinelearning Text Classification
- Workflow:ARISE Initiative Robomimic Training Policy From Demonstrations
- Workflow:NVIDIA NeMo Aligner Supervised Fine Tuning
- Workflow:Ggml org Ggml GPT2 Text Generation
- Workflow:Microsoft Playwright Codegen test recording
Principles
- Principle:DataExpert io Data engineer handbook Docker Environment Setup
- Principle:OpenGVLab InternVL Training Configuration
- Principle:Huggingface Transformers Quantization Verification
- Principle:Openai Whisper Word Level Subtitle Output
- Principle:Haosulab ManiSkill PPO Policy Optimization
- Principle:Haotian liu LLaVA Custom Dataset Formatting
- Principle:Huggingface Diffusers Video Denoising
- Principle:Duckdb Duckdb Zlib Deflate Compression
- Principle:Ggml org Llama cpp Embedding Batch Tokenization
- Principle:Langgenius Dify Plugin Settings
Implementations
- Implementation:Scikit learn Scikit learn Score Distribution Pattern
- Implementation:Huggingface Datatrove BaseMediaReader
- Implementation:NVIDIA DALI C API V2 Init
- Implementation:Astronomer Astronomer cosmos Airflow Async Operators
- Implementation:LMCache LMCache Abstract Backend
- Implementation:Huggingface Datatrove BaseFilter
- Implementation:Confident ai Deepeval Update Current Trace
- Implementation:Interpretml Interpret Powerlift LocalMachine
- Implementation:Openai Openai node Speech Resource
- Implementation:Apache Paimon PagedList
Heuristics
- Heuristic:Zai org CogVideo Scheduler and Guidance Selection
- Heuristic:Lakeraai Pint benchmark Optimal Configuration Selection
- Heuristic:Norrrrrrr lyn WAInjectBench Balanced Class Weights Imbalanced Data
- Heuristic:Google deepmind Mujoco MJX Feature Compatibility
- Heuristic:Deepset ai Haystack Pipeline Deep Copy Safety
- Heuristic:Helicone Helicone Rate Limiting Fail Open
- Heuristic:ClickHouse ClickHouse Debug Build Tips
- Heuristic:Obss Sahi Match Threshold Tuning
- Heuristic:CarperAI Trlx PEFT LoRA Integration
- Heuristic:Arize ai Phoenix Adaptive Rate Limiting
Environments
- Environment:Cypress io Cypress Browser Requirements
- Environment:Roboflow Rf detr Roboflow Deployment Credentials
- Environment:Apache Shardingsphere Java Runtime Environment
- Environment:Mbzuai oryx Awesome LLM Post training Git CLI
- Environment:TobikoData Sqlmesh Python Runtime
- Environment:Tensorflow Serving Python Client Environment
- Environment:Vllm project Vllm ROCm
- Environment:SqueezeAILab ETS Multi GPU Sglang Runtime
- Environment:FMInference FlexLLMGen HuggingFace Access
- Environment:Nightwatchjs Nightwatch BrowserStack Cloud