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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 == | ||
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:AUTOMATIC1111 Stable diffusion webui Checkpoint merging
- Workflow:Unslothai Unsloth GRPO Reinforcement Learning
- Workflow:Mage ai Mage ai API Source Extraction
- Workflow:Wandb Weave Evaluation Pipeline
- Workflow:Apache Airflow Core Release Process
- Workflow:Mistralai Client python Azure Chat Completion
- Workflow:FlagOpen FlagEmbedding Reranker Inference
- Workflow:Langfuse Langfuse Dataset experiment pipeline
- Workflow:ARISE Initiative Robomimic Hyperparameter Sweep
- Workflow:Fede1024 Rust rdkafka Mock Cluster Testing
Principles
- Principle:Haifengl Smile Data Transformation
- Principle:LaurentMazare Tch rs Dataset Iteration
- Principle:DataExpert io Data engineer handbook SQL Verification Queries
- Principle:SeldonIO Seldon core Pipeline Readiness Verification
- Principle:Hpcaitech ColossalAI Ray Weight Synchronization
- Principle:Isaac sim IsaacGymEnvs Adversarial Motion Prior Training
- Principle:Bigscience workshop Petals Distributed Model Configuration
- Principle:Kornia Kornia Tensor Image Conversion
- Principle:Langchain ai Langgraph Graph Persistence Compilation
- Principle:Langchain ai Langgraph Server Runtime Context
Implementations
- Implementation:Huggingface Datasets Dataset Cast
- Implementation:Deepspeedai DeepSpeed Reduction Utils
- Implementation:Tensorflow Tfjs Training Utils
- Implementation:Datajuicer Data juicer VideoTaggingFromFramesFilter
- Implementation:Sgl project Sglang Program State Getitem
- Implementation:Mlc ai Mlc llm LLMEngine ObjC
- Implementation:InternLM Lmdeploy DLPack
- Implementation:Datajuicer Data juicer TextChunkMapper
- Implementation:PrefectHQ Prefect Settings Schema
- Implementation:Predibase Lorax FP8 Linear
Heuristics
- Heuristic:Langchain ai Langgraph Deprecation Migration Guide
- Heuristic:Fastai Fastbook Weight Decay Tuning
- Heuristic:Diagram of thought Diagram of thought Typed Records For Auditability
- Heuristic:Apache Kafka Unknown Record Type Upgrade Safety
- Heuristic:ChenghaoMou Text dedup Mersenne Prime Backward Compatibility
- Heuristic:Lucidrains X transformers Numerical Stability Techniques
- Heuristic:Bentoml BentoML Warning Deprecated Runner Class
- Heuristic:Deepset ai Haystack Warning Deprecated TransformersSimilarityRanker
- Heuristic:Huggingface Datasets Num Proc Guidelines
- Heuristic:Groq Groq python Retry Backoff Strategy
Environments
- Environment:Apache Dolphinscheduler ZooKeeper Registry
- Environment:Facebookresearch Habitat lab SLURM Distributed Environment
- Environment:Apache Hudi Docker Demo Environment
- Environment:Haosulab ManiSkill Motion Planning Deps
- Environment:Cleanlab Cleanlab Python Core Environment
- Environment:Liu00222 Open Prompt Injection CUDA Environment
- Environment:Romsto Speculative Decoding CUDA PyTorch
- Environment:Kubeflow Kubeflow Istio Certmanager Dex Environment
- Environment:TA Lib Ta lib python Python Build Environment
- Environment:Intel Ipex llm Build Environment