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:Mage ai Mage ai API Source Extraction
- Workflow:Farama Foundation Gymnasium Vectorized Environment Training
- Workflow:Mlc ai Web llm Function Calling
- Workflow:Nightwatchjs Nightwatch Programmatic API Usage
- Workflow:Treeverse LakeFS Data Version Control With Branches
- Workflow:Nautechsystems Nautilus trader Strategy development
- Workflow:Avhz RustQuant Yield Curve Construction
- Workflow:AUTOMATIC1111 Stable diffusion webui Checkpoint merging
- Workflow:Mlfoundations Open flamingo Distributed Training
- Workflow:Sail sg LongSpec GLIDE Draft Model Training
Principles
- Principle:Microsoft Playwright Save and Load Authentication State
- Principle:Speechbrain Speechbrain Whisper Data Tokenization Pipeline
- Principle:Infiniflow Ragflow Retrieval Configuration
- Principle:Microsoft Onnxruntime PyTorch Model Export
- Principle:Huggingface Datatrove Local Pipeline Execution
- Principle:Mlflow Mlflow Version Detection and Package Identity
- Principle:Online ml River Rust Performance Acceleration
- Principle:Turboderp org Exllamav2 Layer Normalization
- Principle:Openclaw Openclaw Access Policy Configuration
- Principle:Langgenius Dify ErrorHandling
Implementations
- Implementation:Google deepmind Mujoco Render Util
- Implementation:Datahub project Datahub Pre Commit Config
- Implementation:Kubeflow Pipelines MLMD Service GRPC
- Implementation:FlowiseAI Flowise CanvasStickyNote
- Implementation:DevExpress Testcafe Assertions TypeDefs
- Implementation:Speechbrain Speechbrain Prepare CommonVoice Seq2Seq
- Implementation:Neuml Txtai HFTrainer Call
- Implementation:Kubeflow Pipelines Pipeline Spec Protobuf
- Implementation:Rapidsai Cuml Make Regression
- Implementation:SeleniumHQ Selenium WebAuthn Credential
Heuristics
- Heuristic:PrefectHQ Prefect Retry Backoff Strategy
- Heuristic:Arize ai Phoenix Notebook Event Loop Patching
- Heuristic:Sgl project Sglang Attention Backend Selection
- Heuristic:Apache Shardingsphere Version Cleanup After Switch
- Heuristic:SeleniumHQ Selenium Warning Deprecated HasDownloads GetDownloadableFiles
- Heuristic:Run llama Llama index Embedding Batch Size Tuning
- Heuristic:BerriAI Litellm Retry Backoff Strategy
- Heuristic:Confident ai Deepeval Secret Management Best Practices
- Heuristic:Risingwavelabs Risingwave Source Backoff Strategy
- Heuristic:Dotnet Machinelearning Tokenizer Caching Strategy
Environments
- Environment:Ggml org Ggml Metal GPU Environment
- Environment:Kserve Kserve VLLM Runtime
- Environment:Alibaba ROLL Diffusion Video Environment
- Environment:Facebookresearch Audiocraft FAD TensorFlow Environment
- Environment:Huggingface Diffusers Quantization Environment
- Environment:Nautechsystems Nautilus trader Binance API Credentials
- Environment:Intel Ipex llm XPU Finetuning Environment
- Environment:NVIDIA NeMo Curator Ray Cluster
- Environment:Helicone Helicone Wrangler CLI
- Environment:Nautechsystems Nautilus trader Asyncio Uvloop Event Loop