Main Page
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:Duckdb Duckdb Code Generation Pipeline
- Workflow:Langchain ai Langchain Release Process
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestEngine
- Workflow:FlagOpen FlagEmbedding Reranker Finetuning
- Workflow:OpenGVLab InternVL Preference Optimization
- Workflow:Microsoft Playwright API testing
- Workflow:FlagOpen FlagEmbedding Embedder Finetuning
- Workflow:PrefectHQ Prefect AI Data Analyst Agent
- Workflow:Datajuicer Data juicer Custom Operator Development
- Workflow:Langfuse Langfuse Otel ingestion pipeline
Principles
- Principle:Fastai Fastbook Text Data Preparation
- Principle:Triton inference server Server Classification Postprocessing
- Principle:Lm sys FastChat LoRA Adapter Saving
- Principle:Infiniflow Ragflow File Management
- Principle:Volcengine Verl Data Preparation For RL
- Principle:Langgenius Dify Plugin Settings
- Principle:Openai Openai agents python Bidirectional Handoffs
- Principle:TobikoData Sqlmesh Development Environment Creation
- Principle:Online ml River Online Model Selection
- Principle:Volcengine Verl Multi Turn Data Preparation
Implementations
- Implementation:Langfuse Langfuse CreateEvalJobs
- Implementation:NVIDIA TransformerEngine Float8CurrentScaling Recipe
- Implementation:Pyro ppl Pyro Special
- Implementation:NVIDIA NeMo Curator SemanticDeduplicationStage
- Implementation:Lance format Lance Java JniLoader
- Implementation:DataTalksClub Data engineering zoomcamp Dbt Marts Models
- Implementation:ChenghaoMou Text dedup UnionFind Class
- Implementation:NVIDIA DALI ImageNet Synsets
- Implementation:AUTOMATIC1111 Stable diffusion webui UI Components
- Implementation:EvolvingLMMs Lab Lmms eval Logger Utils
Heuristics
- Heuristic:Duckdb Duckdb Memory Management Rules
- Heuristic:Protectai Modelscan Unknown Opcodes Assume Critical
- Heuristic:Alibaba ROLL Reward Clipping Normalization
- Heuristic:NVIDIA DALI Warning Deprecated C API V1 Functions
- Heuristic:AUTOMATIC1111 Stable diffusion webui VRAM Management Strategies
- Heuristic:FlagOpen FlagEmbedding Same Dataset Batching Tip
- Heuristic:NVIDIA NeMo Curator Video Frame Sampling Strategy
- Heuristic:Apache Kafka Container JMX RMI Port Tip
- Heuristic:TobikoData Sqlmesh Forward Only Safety
- Heuristic:Microsoft Playwright Test Stability Practices
Environments
- Environment:Shiyu coder Kronos PyTorch CUDA Environment
- Environment:Sktime Pytorch forecasting Cpflows MQF2 Dependencies
- Environment:Apache Druid Druid Cluster Api
- Environment:NVIDIA DALI PyTorch Environment
- Environment:BerriAI Litellm Python Runtime
- Environment:Apache Kafka Committer Tools Environment
- Environment:LaurentMazare Tch rs Python Interop Environment
- Environment:OpenGVLab InternVL Flash Attention 2
- Environment:HKUDS AI Trader API Credentials
- Environment:Truera Trulens Streamlit Dashboard Environment