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:Kornia Kornia Image Stitching Panorama
- Workflow:Facebookresearch Habitat lab Agent Benchmarking
- Workflow:Puppeteer Puppeteer Browser Installation And Management
- Workflow:EvolvingLMMs Lab Lmms eval End to End Evaluation
- Workflow:Dagster io Dagster ML Pipeline
- Workflow:FlowiseAI Flowise Chatbot Deployment
- Workflow:OpenBMB UltraFeedback GPT4 Preference Annotation
- Workflow:Danijar Dreamerv3 Train And Evaluate
- Workflow:CarperAI Trlx RLHF Summarization Pipeline
- Workflow:OWASP Www project top 10 for large language model applications Vulnerability Translation
Principles
- Principle:Ollama Ollama Architecture Detection
- Principle:PrefectHQ Prefect HTML Fetching
- Principle:Groq Groq python Chat Response Parsing
- Principle:Haotian liu LLaVA Checkpoint Extraction
- Principle:Vllm project Vllm Speculative Decoding Configuration
- Principle:TA Lib Ta lib python Abstract Function Execution
- Principle:Gretelai Gretel synthetics DataFrame Upsampling
- Principle:Vespa engine Vespa Java Bootstrap and Maven Build
- Principle:Zai org CogVideo SAT Inference Configuration
- Principle:SeldonIO Seldon core Pipeline Readiness Verification
Implementations
- Implementation:Google deepmind Mujoco Filament Context
- Implementation:Microsoft Agent framework DeepResearch Workflow Definition
- Implementation:Datahub project Datahub Action Act Interface
- Implementation:Open compass VLMEvalKit ChartMuseum
- Implementation:Togethercomputer Together python Check File
- Implementation:Togethercomputer Together python Video Types
- Implementation:Infiniflow Ragflow TestingForm Component
- Implementation:Evidentlyai Evidently Text Length Descriptor
- Implementation:Apache Beam StreamingDataflowWorker FromOptions
- Implementation:Hiyouga LLaMA Factory V1 Inference Engine
Heuristics
- Heuristic:Lance format Lance Warning Deprecated Legacy Encodings
- Heuristic:Run llama Llama index Embedding Batch Size Tuning
- Heuristic:FlagOpen FlagEmbedding Dynamic Batch Size Reduction
- Heuristic:FMInference FlexLLMGen Offloading Percent Tuning
- Heuristic:Mit han lab Llm awq Skip QK Projection Clipping
- Heuristic:Liu00222 Open Prompt Injection Defense Strategy Selection
- Heuristic:LMCache LMCache Health Monitor Thresholds
- Heuristic:Scikit learn Scikit learn N Jobs Parallelism Tips
- Heuristic:HKUDS AI Trader Sortino Ratio Capping
- Heuristic:Speechbrain Speechbrain Separation Loss Filtering
Environments
- Environment:Kornia Kornia PyTorch Python Environment
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:Apache Druid Druid Operator Kubernetes
- Environment:NVIDIA DALI FFmpeg Environment
- Environment:OWASP Www project top 10 for large language model applications Pre Commit Hooks Environment
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies
- Environment:Mlfoundations Open flamingo Evaluation Dependencies
- Environment:Langchain ai Langchain Python 3 10 Runtime
- Environment:Alibaba ROLL Python Runtime Environment
- Environment:Apache Shardingsphere Calcite Federation Engine