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:Heibaiying BigData Notes Spark SQL Data Analysis
- Workflow:Turboderp org Exllamav2 Interactive Chat
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestNode
- Workflow:Huggingface Alignment handbook Multi Stage Post Training
- Workflow:Apache Paimon Distributed Processing With Ray
- Workflow:Trailofbits Fickling Pickle Decompilation and Tracing
- Workflow:Datajuicer Data juicer Dataset Quality Analysis
- Workflow:Puppeteer Puppeteer Page Screenshot Capture
- Workflow:Alibaba ROLL Supervised Finetuning Pipeline
- Workflow:Facebookresearch Habitat lab Rearrangement HRL Training
Principles
- Principle:Farama Foundation Gymnasium Composite Space Types
- Principle:Nightwatchjs Nightwatch Extension Usage In Tests
- Principle:Heibaiying BigData Notes Kafka Consumer Configuration
- Principle:Pyro ppl Pyro JIT Compilation
- Principle:AUTOMATIC1111 Stable diffusion webui Merged model saving
- Principle:Openai Openai agents python Hosted Tool Configuration
- Principle:Deepseek ai Janus Image Post Processing Flow
- Principle:Ggml org Llama cpp DiffusionGeneration
- Principle:Ggml org Llama cpp Speculative Decoding
- Principle:Apache Druid Datasource Introspection
Implementations
- Implementation:ARISE Initiative Robosuite Arena Base
- Implementation:Puppeteer Puppeteer Browsers Main
- Implementation:PeterL1n BackgroundMattingV2 VideoDataset
- Implementation:TA Lib Ta lib python Abstract Function Run
- Implementation:Kornia Kornia RandAugment TrivialAugment
- Implementation:Ollama Ollama Llama Unicode Data
- Implementation:CARLA simulator Carla RPC Command
- Implementation:DistrictDataLabs Yellowbrick DroppingCurve Visualizer
- Implementation:Open compass VLMEvalKit MMNIAH Utils
- Implementation:Microsoft DeepSpeedExamples Build Dataset
Heuristics
- Heuristic:Puppeteer Puppeteer Navigation Race Condition Avoidance
- Heuristic:Arize ai Phoenix Adaptive Rate Limiting
- Heuristic:Tensorflow Serving Model Warmup Strategy
- Heuristic:ChenghaoMou Text dedup Bloom Filter Single Process
- Heuristic:Lance format Lance IO Buffer And Batch Sizing
- Heuristic:Ggml org Ggml Gradient Accumulation Batch Sizing
- Heuristic:Helicone Helicone Tiered Pricing Threshold Matching
- Heuristic:SeleniumHQ Selenium FindElements For Absence Check
- Heuristic:Cypress io Cypress Timeout Tuning
- Heuristic:TA Lib Ta lib python STOCHRSI Vs STOCH RSI
Environments
- Environment:Spotify Luigi Python Runtime
- Environment:OWASP Www project top 10 for large language model applications GenAI Red Team Environment
- Environment:Apache Spark JDK Build Environment
- Environment:Promptfoo Promptfoo SQLite Database
- Environment:VainF Torch Pruning LLM Pruning Dependencies
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies
- Environment:HKUDS AI Trader Python LangChain Runtime
- Environment:Langgenius Dify Docker Compose Environment
- Environment:Diagram of thought Diagram of thought Python Graph Libraries
- Environment:Sgl project Sglang Triton