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:MarketSquare Robotframework browser Library Development and Release
- Workflow:PrefectHQ Prefect Asset Based Data Pipeline
- Workflow:Lance format Lance Version Management
- Workflow:FlowiseAI Flowise Document Store Ingestion
- Workflow:Openai CLIP Zero shot image classification
- Workflow:Scikit learn Scikit learn Supervised Classification
- Workflow:LLMBook zh LLMBook zh github io Data Preprocessing Pipeline
- Workflow:Huggingface Trl Direct Preference Optimization
- Workflow:Microsoft Playwright API testing
- Workflow:LLMBook zh LLMBook zh github io Supervised Finetuning
Principles
- Principle:Alibaba ROLL SFT Validation
- Principle:Microsoft Onnxruntime PyTorch Model Preparation
- Principle:Wandb Weave Pre release Validation
- Principle:Microsoft Agent framework Function Tool Definition
- Principle:Google deepmind Mujoco Inverse Dynamics
- Principle:PrefectHQ Prefect CSV Data Loading
- Principle:OpenRLHF OpenRLHF Reward Model Training Loop
- Principle:Duckdb Duckdb Brotli Compression
- Principle:Evidentlyai Evidently Text Quality Reporting
- Principle:Triton inference server Server Inference Request
Implementations
- Implementation:SeleniumHQ Selenium DevTools Command
- Implementation:Datajuicer Data juicer DialogIntentDetectionMapper
- Implementation:Apache Hudi FlinkSizeBasedClusteringPlanStrategy BuildGroups
- Implementation:Langchain ai Langgraph StateGraph Compile
- Implementation:SeleniumHQ Selenium HasFederatedCredentialManagement
- Implementation:Microsoft Playwright Locator API
- Implementation:FMInference FlexLLMGen HELM Scenario Pipeline
- Implementation:OpenHands OpenHands Button
- Implementation:Sail sg LongSpec Pip Requirements Install
- Implementation:Open compass VLMEvalKit MiniMonkey
Heuristics
- Heuristic:Sail sg LongSpec NCCL Distributed Settings
- Heuristic:FlagOpen FlagEmbedding Warning Deprecated Search Demo
- Heuristic:Deepseek ai Janus CFG Weight Tuning
- Heuristic:DevExpress Testcafe Docker Chrome Tab Retry
- Heuristic:Infiniflow Ragflow Embedding Batch Size Constraint
- Heuristic:Snorkel team Snorkel Precision Init Prior
- Heuristic:Deepset ai Haystack Pipeline Deep Copy Safety
- Heuristic:Apache Druid Cluster Health Diagnostic Thresholds
- Heuristic:Bigscience workshop Petals NF4 Quantization Default On CUDA
- Heuristic:Mlfoundations Open flamingo Hungarian MMC4 Image Text Matching
Environments
- Environment:Hiyouga LLaMA Factory Distributed Training Environment
- Environment:Promptfoo Promptfoo Python Runtime
- Environment:Huggingface Transformers 3D Parallel Multi GPU
- Environment:Sgl project Sglang CUDA GPU Runtime
- Environment:Vllm project Vllm AMD ROCm
- Environment:Marker Inc Korea AutoRAG Vector Database Backends
- Environment:Bitsandbytes foundation Bitsandbytes XPU SYCL Runtime
- Environment:Cohere ai Cohere python AWS Integration Dependencies
- Environment:Vespa engine Vespa FNET Transport Config
- Environment:Getgauge Taiko Chromium Browser