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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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|} | |} | ||
== | == 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:Kubeflow Pipelines Iterative Model Training
- Workflow:Microsoft Playwright AI agent driven testing
- Workflow:PrefectHQ Prefect Database Cleanup With Approval
- Workflow:Anthropics Anthropic sdk python Structured Output Extraction
- Workflow:OpenRLHF OpenRLHF SFT Training
- Workflow:Togethercomputer Together python Chat Completion
- Workflow:Onnx Onnx Model Composition
- Workflow:Groq Groq python Audio Transcription
- Workflow:Kubeflow Pipelines Pipeline Authoring and Compilation
- Workflow:Axolotl ai cloud Axolotl QLoRA SFT Finetuning
Principles
- Principle:FMInference FlexLLMGen Distributed Communication Abstraction
- Principle:Openai Whisper Word Boundary Detection
- Principle:Huggingface Trl GRPO Argument Configuration
- Principle:Apache Airflow Structlog Logging
- Principle:Anthropics Anthropic sdk python Streaming Thinking Content
- Principle:Hiyouga LLaMA Factory Dataset Format Conversion
- Principle:Huggingface Trl SFT Trainer Initialization
- Principle:OpenGVLab InternVL Model Inference Loading
- Principle:Explodinggradients Ragas LLM as Judge Metric
- Principle:Apache Druid Query Context Configuration
Implementations
- Implementation:Open compass VLMEvalKit MMHelix Constants
- Implementation:Vllm project Vllm CPU Float Convert
- Implementation:Apache Paimon CoreOptions
- Implementation:OpenGVLab InternVL M4C Evaluator
- Implementation:Haosulab ManiSkill Sim2RealEnv
- Implementation:Apache Spark WriteAheadLogRecordHandle
- Implementation:Microsoft Playwright NetworkUtils
- Implementation:Helicone Helicone Pricing Calculator
- Implementation:Haosulab ManiSkill EmptyEnv
- Implementation:BerriAI Litellm Custom LLM Handler
Heuristics
- Heuristic:Axolotl ai cloud Axolotl Attention Mechanism Selection
- Heuristic:Onnx Onnx Shape Inference Limitations
- Heuristic:Wandb Weave Batch Processing Tuning
- Heuristic:FlowiseAI Flowise Edge Connection Type Matching
- Heuristic:NVIDIA NeMo Curator Video Frame Sampling Strategy
- Heuristic:Sail sg LongSpec Triton Block Size Tuning
- Heuristic:Tensorflow Serving Warning Deprecated CreateTfrtSavedModel Raw
- Heuristic:Langchain ai Langchain Deprecation Version Tracking
- Heuristic:Truera Trulens Trace Compression Token Limits
- Heuristic:Anthropics Anthropic sdk python Adaptive Thinking Over Enabled
Environments
- Environment:SeldonIO Seldon core Docker Compose Local Environment
- Environment:Apache Airflow Docker Container Environment
- Environment:Deepspeedai DeepSpeed CUDA GPU Environment
- Environment:Openai Openai node Node 20 Runtime
- Environment:Mlfoundations Open flamingo HuggingFace Open CLIP Dependencies
- Environment:Openai Evals Python Runtime
- Environment:SeldonIO Seldon core Go Build Toolchain Environment
- Environment:Sgl project Sglang Prometheus
- Environment:Pola rs Polars Python Runtime Environment
- Environment:DevExpress Testcafe Docker Xvfb Container