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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}} == | ||
Your | '''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: | |||
* [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 == | ||
| Line 11: | Line 44: | ||
! 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:OWASP Www project top 10 for large language model applications GenAI Red Team Testing
- Workflow:Openclaw Openclaw Gateway Operations And Diagnostics
- Workflow:Kubeflow Pipelines XGBoost Training Pipeline
- Workflow:Spcl Graph of thoughts GoT Document Merging Pipeline
- Workflow:Huggingface Alignment handbook ORPO Single Stage Alignment
- Workflow:Apache Kafka Topic Management
- Workflow:Tencent Ncnn Post Training Quantization
- Workflow:Risingwavelabs Risingwave CDC Data Replication
- Workflow:Microsoft Onnxruntime Python Inference Pipeline
- Workflow:Pyro ppl Pyro MCMC Inference
Principles
- Principle:Isaac sim IsaacGymEnvs Randomization Parameter Definition
- Principle:Recommenders team Recommenders SAR Recommendation Generation
- Principle:Helicone Helicone Authentication Flow
- Principle:Hpcaitech ColossalAI Distributed Model Inference
- Principle:Volcengine Verl Parquet Export
- Principle:Pytorch Serve System Diagnostics
- Principle:Heibaiying BigData Notes MapReduce Map Phase
- Principle:Langchain ai Langgraph Project Configuration
- Principle:Dotnet Machinelearning SIMD Vector Math
- Principle:ContextualAI HALOs Policy Sampling
Implementations
- Implementation:Langgenius Dify UseMetadata
- Implementation:Speechbrain Speechbrain Tacotron2 Inference Pipeline
- Implementation:Elevenlabs Elevenlabs python Conversation
- Implementation:Infiniflow Ragflow Api Utils
- Implementation:Cypress io Cypress RunModule Start
- Implementation:Open compass VLMEvalKit DUDE
- Implementation:Scikit learn Scikit learn LatentDirichletAllocation
- Implementation:TobikoData Sqlmesh ModelColumns
- Implementation:Spcl Graph of thoughts SortingParser
- Implementation:Openai Evals Solver Base Class
Heuristics
- Heuristic:Evidentlyai Evidently Drift Detection Thresholds
- Heuristic:CrewAIInc CrewAI Rate Limiting Strategy
- Heuristic:Trailofbits Fickling Severity Threshold Selection
- Heuristic:Getgauge Taiko Network Interception Gotchas
- Heuristic:Huggingface Open r1 Distributed Training Configuration
- Heuristic:Groq Groq python Error Handling Hierarchy
- Heuristic:Spcl Graph of thoughts Four Bit Quantization For Local LLMs
- Heuristic:BerriAI Litellm Connection Pooling Memory Management
- Heuristic:Risingwavelabs Risingwave Source Backoff Strategy
- Heuristic:MarketSquare Robotframework browser GRPC Response Chunking
Environments
- Environment:Sgl project Sglang Multi Platform Accelerators
- Environment:TobikoData Sqlmesh Web UI Stack
- Environment:Fede1024 Rust rdkafka Rust Librdkafka Build Environment
- Environment:Huggingface Transformers Flash Attention 2 Env
- Environment:DataExpert io Data engineer handbook Flink Kafka Docker Environment
- Environment:Alibaba MNN GPU CUDA Environment
- Environment:Pytorch Serve Python PyTorch Runtime
- Environment:Apache Spark Python Environment
- Environment:Apache Hudi Docker Demo Environment
- Environment:ArroyoSystems Arroyo PostgreSQL Database