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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:Huggingface Open r1 Model Evaluation
- Workflow:Facebookresearch Audiocraft MusicGen Text To Music Inference
- Workflow:SeldonIO Seldon core Production Monitoring Pipeline
- Workflow:ArroyoSystems Arroyo UDF Development
- Workflow:Rapidsai Cuml GPU Clustering
- Workflow:LaurentMazare Tch rs Pretrained Image Classification
- Workflow:Microsoft Onnxruntime Nodejs Inference
- Workflow:MarketSquare Robotframework browser Plugin Development
- Workflow:Facebookresearch Habitat lab Custom Task Extension
- Workflow:Fede1024 Rust rdkafka At Least Once Processing
Principles
- Principle:Facebookresearch Audiocraft Audio Dataset Preparation
- Principle:NVIDIA TransformerEngine FSDP Integration
- Principle:Volcengine Verl LoRA Configuration
- Principle:VainF Torch Pruning YOLO Architecture Adaptation
- Principle:Tensorflow Serving Container Registry Push
- Principle:Helicone Helicone Central Registry Indexing
- Principle:MaterializeInc Materialize Container Registry Publishing
- Principle:Huggingface Diffusers Selective Test Execution
- Principle:Nautechsystems Nautilus trader Instrument Registration
- Principle:Wandb Weave Session Finalization
Implementations
- Implementation:Ggml org Llama cpp Jinja Value Header
- Implementation:Microsoft Onnxruntime CPU LSTM Forward
- Implementation:Microsoft LoRA GPT2 Beam Search
- Implementation:Turboderp org Exllamav2 ExLlamaV2DynamicGenerator Generate
- Implementation:Diagram of thought Diagram of thought Full Vs Minimal Template Selection
- Implementation:TobikoData Sqlmesh ReportErrors
- Implementation:Langgenius Dify SendCompletionMessage
- Implementation:Infiniflow Ragflow Connection Utils
- Implementation:CARLA simulator Carla Manage Environment Objects Tool
- Implementation:Ggml org Llama cpp Llama Memory Seq Pos Max
Heuristics
- Heuristic:Hpcaitech ColossalAI CUDA Device Max Connections Tip
- Heuristic:Treeverse LakeFS Presigned URL Expiry Tip
- Heuristic:Obss Sahi Warning Deprecated Legacy NMS
- Heuristic:Groq Groq python Error Handling Hierarchy
- Heuristic:Intel Ipex llm Llama Padding Token Workaround
- Heuristic:Axolotl ai cloud Axolotl Gradient Checkpointing Reentrant Rules
- Heuristic:Pyro ppl Pyro Numerical Stability Patterns
- Heuristic:Marker Inc Korea AutoRAG Hybrid Retrieval Score Normalization
- Heuristic:BerriAI Litellm Batch Size Flush Interval Tuning
- Heuristic:Apache Beam Watermark Update Throttling
Environments
- Environment:Apache Shardingsphere ZooKeeper Cluster Coordination
- Environment:Astronomer Astronomer cosmos Kubernetes Provider
- Environment:Intel Ipex llm Pipeline Parallel Environment
- Environment:Facebookresearch Habitat lab CUDA GPU Training Environment
- Environment:Confident ai Deepeval Python 3 9 Runtime
- Environment:Huggingface Peft GPU Hardware Detection
- Environment:Microsoft BIPIA Python CUDA GPU Environment
- Environment:Huggingface Alignment handbook PyTorch CUDA
- Environment:Kserve Kserve VLLM Runtime
- Environment:AnswerDotAI RAGatouille GPU CUDA Runtime