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:Webdriverio Webdriverio WDIO Testrunner Setup
- Workflow:Sdv dev SDV Multi table synthesis
- Workflow:Arize ai Phoenix Dataset and Experiment Lifecycle
- Workflow:Pola rs Polars Data IO and Format Conversion
- Workflow:Haosulab ManiSkill Imitation Learning Pipeline
- Workflow:Isaac sim IsaacGymEnvs RL Policy Training
- Workflow:Openclaw Openclaw Initial Setup And Onboarding
- Workflow:NVIDIA NeMo Curator Image Curation Pipeline
- Workflow:TobikoData Sqlmesh Environment management
- Workflow:CrewAIInc CrewAI Custom Tool Integration
Principles
- Principle:TA Lib Ta lib python C Library Installation
- Principle:Wandb Weave Prompt Retrieval
- Principle:Openai Openai node Parsed Output Consumption
- Principle:Microsoft Playwright Analyze Test Execution
- Principle:Volcengine Verl Data Preparation For RL
- Principle:Facebookresearch Habitat lab HITL Environment Setup
- Principle:Togethercomputer Together python Dataset Preparation
- Principle:AUTOMATIC1111 Stable diffusion webui Model Discovery
- Principle:Huggingface Datasets SQL Export
- Principle:Infiniflow Ragflow Knowledge Base Creation
Implementations
- Implementation:Farama Foundation Gymnasium OneOf Space
- Implementation:Pyro ppl Pyro GP TimeSeries
- Implementation:Tensorflow Serving CreateAndStartHttpServer
- Implementation:Openai Openai python Response Incomplete Event
- Implementation:Haosulab ManiSkill DrawTriangle
- Implementation:OpenGVLab InternVL LlavaMptForCausalLM
- Implementation:Hiyouga LLaMA Factory V1 Base Sampler
- Implementation:Hpcaitech ColossalAI NaiveExperienceMaker
- Implementation:Apache Druid SampleForTransform
- Implementation:Duckdb Duckdb CMake Project Configuration
Heuristics
- Heuristic:Cypress io Cypress Xvfb Display Gotcha
- Heuristic:Promptfoo Promptfoo Transient Error Classification
- Heuristic:Vibrantlabsai Ragas Temperature Sampling Strategy
- Heuristic:Groq Groq python Streaming Usage Stats
- Heuristic:Huggingface Datatrove Gopher Quality Thresholds
- Heuristic:NVIDIA TransformerEngine Attention Backend Selection
- Heuristic:Predibase Lorax GPU Sampling Optimization
- Heuristic:Roboflow Rf detr Layer Wise LR Decay
- Heuristic:Mlfoundations Open flamingo Hungarian MMC4 Image Text Matching
- Heuristic:Langfuse Langfuse LLM Rate Limit 24h Abandon
Environments
- Environment:Bentoml BentoML Python Runtime
- Environment:Vllm project Vllm Intel XPU
- Environment:DevExpress Testcafe Node Runtime
- Environment:Elevenlabs Elevenlabs python FFmpeg Mpv
- Environment:Huggingface Datasets Lance Dependencies
- Environment:Bitsandbytes foundation Bitsandbytes ROCm AMD Environment
- Environment:Fede1024 Rust rdkafka Kafka Broker Runtime
- Environment:Dotnet Machinelearning Dotnet SDK And Runtime
- Environment:Spotify Luigi Tornado Web Server
- Environment:Spotify Luigi SQLAlchemy Database