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:MaterializeInc Materialize Upgrade Testing
- Workflow:SeleniumHQ Selenium Selenium Grid Deployment
- Workflow:Mlc ai Web llm Basic Chat Completion
- Workflow:FMInference FlexLLMGen Single GPU Offloaded Inference
- Workflow:Togethercomputer Together python Chat Completion
- Workflow:Helicone Helicone Local Development Setup
- Workflow:Openai CLIP Prompt engineered classification
- Workflow:ArroyoSystems Arroyo UDF Development
- Workflow:Deepspeedai DeepSpeed AutoTP Training
- Workflow:Online ml River Binary Classification Pipeline
Principles
- Principle:Tencent Ncnn Int8 Model Quantization
- Principle:Online ml River Feature Standardization
- Principle:Openai Openai python Chat Message Construction
- Principle:Mbzuai oryx Awesome LLM Post training Paper Categorization
- Principle:Huggingface Trl PEFT LoRA Configuration Reward
- Principle:Openai Evals Result Aggregation
- Principle:Scikit learn Scikit learn Ensemble Training
- Principle:SeldonIO Seldon core HuggingFace Model Resource Definition
- Principle:Astronomer Astronomer cosmos Local Operator Execution
- Principle:ClickHouse ClickHouse Code Review Process
Implementations
- Implementation:Lance format Lance JNI Schema
- Implementation:FlagOpen FlagEmbedding MiniCPM Reranker Merge
- Implementation:Bitsandbytes foundation Bitsandbytes Linear4bit Forward
- Implementation:Open compass VLMEvalKit SArena FID
- Implementation:Infiniflow Ragflow ThemeProvider Component
- Implementation:Wandb Weave Bump Version Release
- Implementation:Diagram of thought Diagram of thought Iterative Reasoner Prompt Loading
- Implementation:Hiyouga LLaMA Factory Dataset Info Registry
- Implementation:Apache Shardingsphere PushDownMetaDataRefreshEngine Refresh
- Implementation:Langgenius Dify Debug Models
Heuristics
- Heuristic:Openclaw Openclaw Warning Suppression For Known Deprecations
- Heuristic:SeleniumHQ Selenium Warning Deprecated Proxy FTP Methods
- Heuristic:ChenghaoMou Text dedup SimHash Optimization Ceiling
- Heuristic:SeleniumHQ Selenium Warning Deprecated HasDownloads GetDownloadableFiles
- Heuristic:Vespa engine Vespa Log Level Inheritance Polling
- Heuristic:Wandb Weave Payload Size Limits
- Heuristic:Arize ai Phoenix Environment Variable Precedence
- Heuristic:EvolvingLMMs Lab Lmms eval Memory Cleanup After Inference
- Heuristic:Getgauge Taiko Browser Launch Flags
- Heuristic:Cohere ai Cohere python Warning Deprecated Legacy Generate API
Environments
- Environment:Sktime Pytorch forecasting Matplotlib Plotting Dependencies
- Environment:Microsoft Onnxruntime Nodejs Runtime Environment
- Environment:Huggingface Transformers Python 310 Runtime
- Environment:Gretelai Gretel synthetics Python Base Environment
- Environment:BerriAI Litellm Provider API Credentials
- Environment:Iterative Dvc Git SCM Environment
- Environment:Mistralai Client python Azure Deployment Environment
- Environment:Vllm project Vllm Python
- Environment:Openai Openai agents python Voice Dependencies
- Environment:Kubeflow Kubeflow Git GitHub Environment