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<div style="font-size:0.8em; color:#666; margin-top:2px;">Principles</div> | |||
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<div style="font-size:0.8em; color:#666; margin-top:2px;">Implementations</div> | |||
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<div style="font-size:0.8em; color:#666; margin-top:2px;">Heuristics</div> | |||
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<div style="font-size:0.8em; color:#666; margin-top:2px;">Environments</div> | |||
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== Welcome to {{SITENAME}} == | == Welcome to {{SITENAME}} == | ||
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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 == | ||
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! Category !! Description !! Browse | ! Category !! Description !! Browse | ||
|- | |- | ||
| '''Workflows''' || Step-by-step processes and procedures || [[Special:AllPages/Workflow:|Browse All]] | || '''Workflows''' || Step-by-step processes and procedures || [[Special:AllPages/Workflow:|Browse All]] | ||
|- | |- | ||
| '''Principles''' || Core ideas and foundational knowledge || [[Special:AllPages/Principle:|Browse All]] | || '''Principles''' || Core ideas and foundational knowledge || [[Special:AllPages/Principle:|Browse All]] | ||
|- | |- | ||
| '''Implementations''' || Code-level details and modules || [[Special:AllPages/Implementation:|Browse All]] | || '''Implementations''' || Code-level details and modules || [[Special:AllPages/Implementation:|Browse All]] | ||
|- | |- | ||
| '''Heuristics''' || Best practices and guidelines || [[Special:AllPages/Heuristic:|Browse All]] | || '''Heuristics''' || Best practices and guidelines || [[Special:AllPages/Heuristic:|Browse All]] | ||
|- | |- | ||
| '''Environments''' || Setup and configuration guides || [[Special:AllPages/Environment:|Browse All]] | || '''Environments''' || Setup and configuration guides || [[Special:AllPages/Environment:|Browse All]] | ||
|} | |} | ||
== | == Explore Pages == | ||
=== Workflows === | === Workflows === | ||
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=== Principles === | === Principles === | ||
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=== Implementations === | === Implementations === | ||
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=== Heuristics === | === Heuristics === | ||
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=== Environments === | === Environments === | ||
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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:Apache Hudi Flink MOR Compaction
- Workflow:Kserve Kserve Multi Model Serving
- Workflow:Vespa engine Vespa Config subscription lifecycle
- Workflow:Google research Deduplicate text datasets Wiki40B TFDS deduplication
- Workflow:Anthropics Anthropic sdk python Cloud Provider Deployment
- Workflow:Getgauge Taiko Interactive Test Recording
- Workflow:Huggingface Datasets Dataset Streaming
- Workflow:CrewAIInc CrewAI Knowledge RAG Pipeline
- Workflow:Sail sg LongSpec Long Context Evaluation
- Workflow:Huggingface Optimum Model Export
Principles
- Principle:Langgenius Dify Workflow Publishing
- Principle:Triton inference server Server Observability Testing
- Principle:Explodinggradients Ragas Legacy Evaluation Pipeline
- Principle:Pyro ppl Pyro Time Series Forecasting
- Principle:Lm sys FastChat Model Worker Inference
- Principle:DevExpress Testcafe Runner Fluent Configuration
- Principle:FMInference FlexLLMGen Distributed Pipeline Initialization
- Principle:Langfuse Langfuse Dataset Item Processing
- Principle:Online ml River Adaptive Hoeffding Tree
- Principle:Haotian liu LLaVA Model Worker Inference
Implementations
- Implementation:Openai Openai node ZodToJsonSchema
- Implementation:Apache Airflow BaseExecutor Interface
- Implementation:Mlflow Mlflow Dev Environment Setup
- Implementation:Cleanlab Cleanlab Span Find Label Issues
- Implementation:Ollama Ollama Convert NomicBert
- Implementation:Kornia Kornia Canny Edge Detector
- Implementation:Lm sys FastChat Peft Get Peft Model
- Implementation:Datahub project Datahub HasSubTypes Mixin
- Implementation:Vllm project Vllm Scaled MM Epilogues C2X
- Implementation:FMInference FlexLLMGen DeepSpeed Sharded MoE
Heuristics
- Heuristic:Ucbepic Docetl Token Counting And Truncation
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Adam Beta1 Half
- Heuristic:Apache Druid Explore Compare Query Strategy
- Heuristic:Online ml River ARF Drift Detection Sensitivity
- Heuristic:Microsoft Agent framework Tool Approval Mode Production
- Heuristic:Huggingface Datasets Num Proc Guidelines
- Heuristic:Lance format Lance Vector Index Tuning
- Heuristic:Mbzuai oryx Awesome LLM Post training Checkpoint Every 3 Papers
- Heuristic:Openai Whisper Median Word Duration Clamping
- Heuristic:Apache Kafka Container JMX RMI Port Tip
Environments
- Environment:Open compass VLMEvalKit Python Runtime Environment
- Environment:Apache Kafka Release Toolchain Environment
- Environment:Mlc ai Web llm Node Build Toolchain
- Environment:Nautechsystems Nautilus trader Binance API Credentials
- Environment:Apache Airflow Python Runtime Environment
- Environment:Getgauge Taiko Docker Container
- Environment:Interpretml Interpret Native Libebm Environment
- Environment:InternLM Lmdeploy Build From Source
- Environment:Ucbepic Docetl Python Runtime
- Environment:Duckdb Duckdb Code Formatting Tools