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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'''] — full-stack AI/ML coding agent | ||
* [https://github.com/Leeroo-AI/leeroopedia-mcp '''Leeroopedia MCP'''] — knowledge search for any coding agent | |||
== Browse by Category == | == Browse by Category == | ||
Revision as of 11:42, 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 — full-stack AI/ML coding agent
- Leeroopedia MCP — knowledge search for any coding agent
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:Alibaba ROLL RLVR Training Pipeline
- Workflow:VainF Torch Pruning LLM Structural Pruning
- Workflow:CARLA simulator Carla Building from Source
- Workflow:Sgl project Sglang Offline Batch Inference
- Workflow:AUTOMATIC1111 Stable diffusion webui Hypernetwork training
- Workflow:Trailofbits Fickling PyTorch Payload Injection
- Workflow:Ggml org Llama cpp Model Quantization
- Workflow:Langfuse Langfuse Prompt management lifecycle
- Workflow:Microsoft DeepSpeedExamples ZeRO Inference
- Workflow:Apache Hudi Flink Batch Incremental Read
Principles
- Principle:Scikit learn contrib Imbalanced learn Imbalanced Classification Reporting
- Principle:OpenHands OpenHands Base App Initialization
- Principle:Huggingface Transformers CI Configuration Generation
- Principle:Pyro ppl Pyro Information Form Gaussian
- Principle:Zai org CogVideo Vector Quantization
- Principle:Tensorflow Serving Servable Identity And State
- Principle:Tensorflow Serving Source Routing
- Principle:ClickHouse ClickHouse SIMD String Hashing
- Principle:Datahub project Datahub Sample Data Loading
- Principle:OpenGVLab InternVL Weight Format Conversion
Implementations
- Implementation:Spotify Luigi FTPTarget
- Implementation:Ollama Ollama ConvertAdapter
- Implementation:Datahub project Datahub ProtobufDataset Builder
- Implementation:Alibaba MNN RapidJSON Core
- Implementation:NVIDIA DALI FFmpeg Scene Processing
- Implementation:Rapidsai Cuml Boston Dataset
- Implementation:Apache Paimon Instant
- Implementation:Google deepmind Mujoco mj validateReferences
- Implementation:Speechbrain Speechbrain Train Switchboard Transformer
- Implementation:Ollama Ollama Llama Chat
Heuristics
- Heuristic:Lm sys FastChat Conversation Splitting Token Buffer
- Heuristic:Puppeteer Puppeteer Chrome Default Launch Arguments
- Heuristic:Evidentlyai Evidently Drift Detection Thresholds
- Heuristic:SeleniumHQ Selenium Bazel Hermetic Build Requirement
- Heuristic:Open compass VLMEvalKit Video Frame Sampling Configuration
- Heuristic:Princeton nlp Tree of thought llm Functools Partial Model Binding
- Heuristic:Mlc ai Mlc llm Metal KV Cache Capacity Limit
- Heuristic:Infiniflow Ragflow Hybrid Search Fallback Strategy
- Heuristic:ARISE Initiative Robosuite Observation Key Selection
- Heuristic:PeterL1n BackgroundMattingV2 ONNX Patch Method Compatibility
Environments
- Environment:LLMBook zh LLMBook zh github io HuggingFace Transformers Stack
- Environment:DataTalksClub Data engineering zoomcamp Kafka Confluent Environment
- Environment:Deepset ai Haystack OpenAI API Environment
- Environment:Cypress io Cypress Browser Requirements
- Environment:Avdvg InjectGuard CUDA GPU
- Environment:Princeton nlp Tree of thought llm Python OpenAI
- Environment:Sgl project Sglang Runtime
- Environment:Fastai Fastbook NLP SpaCy Environment
- Environment:Spotify Luigi SQLAlchemy Database
- Environment:PrefectHQ Prefect Python Runtime Environment