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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. | 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 | '''Connect your AI coding agent.''' Plug Leeroopedia into your favorite coding agent, and let it build robust AI/ML systems autonomously: | ||
''' | * [https://github.com/Leeroo-AI/superml '''SuperML plugin'''] — converts your AI coding agent into an expert ML engineer with agentic memory | ||
* [https://github.com/Leeroo-AI/leeroopedia-mcp '''Leeroopedia MCP'''] — search over best-practices and skills of ML/AI | |||
* [https://github.com/leeroo-ai/kapso '''Kapso'''] — experimentation platform for autonomous AI/ML software building | |||
== Browse by Category == | == Browse by Category == | ||
Latest revision as of 11:45, 14 March 2026
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:Langchain ai Langgraph ReAct Agent Creation
- Workflow:Risingwavelabs Risingwave Streaming ETL Pipeline
- Workflow:Nightwatchjs Nightwatch Component Testing
- Workflow:VainF Torch Pruning Sparse Training Pruning
- Workflow:Arize ai Phoenix Prompt Management Pipeline
- Workflow:Liu00222 Open Prompt Injection DataSentinel Detection
- Workflow:VainF Torch Pruning CNN Pruning
- Workflow:Mbzuai oryx Awesome LLM Post training Awesome List Curation
- Workflow:Huggingface Datasets Dataset Loading and Exploration
- Workflow:Bitsandbytes foundation Bitsandbytes 8bit LLM Int8 Inference
Principles
- Principle:Zai org CogVideo Captioning Environment Setup
- Principle:Risingwavelabs Risingwave CDC Schema History
- Principle:Langchain ai Langgraph Runnable Wrapping
- Principle:FlowiseAI Flowise Template Marketplace
- Principle:Langfuse Langfuse Experiment Run Creation
- Principle:Mlfoundations Open flamingo Optimizer And Scheduler Configuration
- Principle:Apache Kafka Coordinator Partition Unloading
- Principle:Openai Whisper Dynamic Time Warping
- Principle:Haosulab ManiSkill Reward Success Design
- Principle:Langfuse Langfuse Prompt Cache Invalidation
Implementations
- Implementation:OpenHands OpenHands Business Router Pattern
- Implementation:Pytorch Serve ParallelType Config
- Implementation:VainF Torch Pruning GroupMagnitudeImportance
- Implementation:Ggml org Ggml Metal impl
- Implementation:Haotian liu LLaVA Model Generate Multimodal
- Implementation:TobikoData Sqlmesh ModelLineageSearch
- Implementation:FlagOpen FlagEmbedding MLVU Needle Data
- Implementation:TobikoData Sqlmesh Model File
- Implementation:Lance format Lance JNI Transaction
- Implementation:Guardrails ai Guardrails CLI Watch
Heuristics
- Heuristic:Microsoft Autogen Model Context Limiting
- Heuristic:Deepseek ai Janus Bfloat16 Operation Workarounds
- Heuristic:Deepspeedai DeepSpeed Sequence Parallel PyTorch Version
- Heuristic:AUTOMATIC1111 Stable diffusion webui UNet Performance Patches
- Heuristic:Heibaiying BigData Notes Maven Shade Packaging Tip
- Heuristic:Astronomer Astronomer cosmos Memory Optimised Imports
- Heuristic:Truera Trulens Trace Compression Token Limits
- Heuristic:Getgauge Taiko Navigation Wait Strategy
- Heuristic:VainF Torch Pruning AutoGrad Dependency Graph
- Heuristic:Webdriverio Webdriverio Default Timeout Configuration
Environments
- Environment:Kserve Kserve VLLM Runtime
- Environment:Kubeflow Pipelines Kubernetes Cluster
- Environment:Intel Ipex llm NPU Cpp Environment
- Environment:Isaac sim IsaacGymEnvs IsaacGym Preview 4
- Environment:Bitsandbytes foundation Bitsandbytes Build From Source Environment
- Environment:Alibaba MNN HuggingFace Ecosystem Environment
- Environment:MarketSquare Robotframework browser Python Runtime
- Environment:Guardrails ai Guardrails Python 3 10 Runtime
- Environment:NVIDIA DALI CMake Build Environment
- Environment:Diagram of thought Diagram of thought Python Graph Libraries