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:Open compass VLMEvalKit Adding Custom Benchmark
- Workflow:Hpcaitech ColossalAI Model Evaluation
- Workflow:Zai org CogVideo SAT Finetuning
- Workflow:Isaac sim IsaacGymEnvs Factory Assembly Training
- Workflow:Huggingface Diffusers Model Quantization
- Workflow:Elevenlabs Elevenlabs python Voice Cloning
- Workflow:Dagster io Dagster DSPy Optimization
- Workflow:DistrictDataLabs Yellowbrick Model Selection and Tuning
- Workflow:DevExpress Testcafe CI Integration
- Workflow:Facebookresearch Habitat lab Custom Task Extension
Principles
- Principle:Predibase Lorax Container Environment Setup
- Principle:Online ml River Non Stationary Stream Loading
- Principle:Neuml Txtai SQL Query Processing
- Principle:Microsoft Onnxruntime On Device Training Loop
- Principle:Apache Hudi Read Reconciliation
- Principle:Spotify Luigi Hadoop Configuration
- Principle:Sgl project Sglang Schema Constrained Decoding
- Principle:Langfuse Langfuse Prompt Dependency Graph
- Principle:Groq Groq python Batch Status Polling
- Principle:Ggml org Llama cpp CLI Configuration
Implementations
- Implementation:Webdriverio Webdriverio Selector Testing
- Implementation:Datahub project Datahub TagVisitor
- Implementation:Shiyu coder Kronos CustomKlineDataset Usage
- Implementation:Ollama Ollama Clip Model
- Implementation:Open compass VLMEvalKit MMHelix Graph Problems Eval
- Implementation:Turboderp org Exllamav2 ExLlamaV2VisionTower
- Implementation:LMCache LMCache Messaging Future
- Implementation:FlowiseAI Flowise GetAllNodes
- Implementation:Google deepmind Dm control Tolerance Reward
- Implementation:Sktime Pytorch forecasting NormalDistributionLoss
Heuristics
- Heuristic:Puppeteer Puppeteer Chrome Default Launch Arguments
- Heuristic:Ggml org Ggml Sampling Parameter Defaults
- Heuristic:Unslothai Unsloth Padding Free Packing
- Heuristic:DevExpress Testcafe Browser Connection Timeouts
- Heuristic:DevExpress Testcafe CDP Performance Monitoring
- Heuristic:DevExpress Testcafe Assertion Retry Timing
- Heuristic:ARISE Initiative Robomimic BatchNorm To GroupNorm For EMA
- Heuristic:Sdv dev SDV CTGAN Column Performance
- Heuristic:Dotnet Machinelearning Text File Sampling Strategy
- Heuristic:Avdvg InjectGuard Sim K Threshold Tuning
Environments
- Environment:PacktPublishing LLM Engineers Handbook Selenium Chrome Crawler Environment
- Environment:Ggml org Ggml Python Tooling Environment
- Environment:Arize ai Phoenix Python Runtime
- Environment:LaurentMazare Tch rs Python Interop Environment
- Environment:Nautechsystems Nautilus trader Arrow Parquet Serialization
- Environment:Mlflow Mlflow Python Runtime Environment
- Environment:Promptfoo Promptfoo SQLite Database
- Environment:Apache Spark JDK Build Environment
- Environment:OpenHands OpenHands SaaS Server Environment
- Environment:Tensorflow Serving GPU CUDA Environment