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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:Onnx Onnx Version Conversion
- Workflow:Vespa engine Vespa Logging framework initialization
- Workflow:OpenRLHF OpenRLHF Iterative DPO
- Workflow:Kubeflow Pipelines Pipeline Control Flow
- Workflow:Openai CLIP Prompt engineered classification
- Workflow:Mlflow Mlflow LLM Tracing
- Workflow:Alibaba MNN Model Compression
- Workflow:PrefectHQ Prefect Database Cleanup With Approval
- Workflow:Sgl project Sglang Multimodal Vision Language Inference
- Workflow:CARLA simulator Carla Sensor Data Collection
Principles
- Principle:Ucbepic Docetl Pipeline Execution
- Principle:ClickHouse ClickHouse Build Hygiene Tools
- Principle:Langchain ai Langgraph Functional Workflow Execution
- Principle:Infiniflow Ragflow Agent Creation
- Principle:Online ml River Estimator Base Architecture
- Principle:Pyro ppl Pyro Directional Statistics
- Principle:Kornia Kornia ONNX IO Mapping
- Principle:Fastai Fastbook Embedding Analysis
- Principle:Mlflow Mlflow Run Management
- Principle:LMCache LMCache Engine Lifecycle Management
Implementations
- Implementation:Recommenders team Recommenders BaseModel Run Fast Eval
- Implementation:Romsto Speculative Decoding Prune Cache
- Implementation:LaurentMazare Tch rs Translation Dataset
- Implementation:Treeverse LakeFS Java SDK Model PullRequest
- Implementation:Apache Shardingsphere MetaDataManagerPersistService Contract
- Implementation:Hpcaitech ColossalAI Eval Utilities
- Implementation:Lance format Lance BatchDecodeStream
- Implementation:Diagram of thought Diagram of thought Adjacency List Builder
- Implementation:Mage ai Mage ai Google Ads Streams
- Implementation:CARLA simulator Carla ROS2 Interface
Heuristics
- Heuristic:Fastai Fastbook Embedding Size Rule
- Heuristic:Pyro ppl Pyro Enumeration Plate Nesting
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Adam Beta1 Half
- Heuristic:Hpcaitech ColossalAI Empty Cache Between Phases
- Heuristic:LLMBook zh LLMBook zh github io BF16 Mixed Precision Default
- Heuristic:Fede1024 Rust rdkafka Producer Flush Before Drop
- Heuristic:Langgenius Dify Celery Queue Separation
- Heuristic:Kubeflow Kubeflow Kustomize Build Pipe Apply Pattern
- Heuristic:Alibaba MNN Memory Mode Selection
- Heuristic:Obss Sahi Warning Deprecated Legacy NMS
Environments
- Environment:Apache Dolphinscheduler ZooKeeper Registry
- Environment:Kserve Kserve Kubernetes Cluster
- Environment:OpenRLHF OpenRLHF DeepSpeed Environment
- Environment:Trailofbits Fickling Python Runtime
- Environment:Rapidsai Cuml Python RAPIDS Stack
- Environment:Predibase Lorax Model Source Credentials
- Environment:Eventual Inc Daft Ray Distributed Runner
- Environment:OpenRLHF OpenRLHF vLLM Environment
- Environment:Haosulab ManiSkill GPU CUDA Simulation
- Environment:Datahub project Datahub Frontend Build