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:Eventual Inc Daft Multimodal AI Batch Inference
- Workflow:Hiyouga LLaMA Factory Model Inference and Serving
- Workflow:Dagster io Dagster ETL Pipeline
- Workflow:Heibaiying BigData Notes Hive Data Warehouse Operations
- Workflow:Kornia Kornia Differentiable Image Augmentation
- Workflow:Microsoft BIPIA Attack Success Rate Evaluation
- Workflow:Google research Deduplicate text datasets Suffix array querying
- Workflow:Pytorch Serve HuggingFace Transformer Serving
- Workflow:Huggingface Open r1 Model Evaluation
- Workflow:CrewAIInc CrewAI Custom Tool Integration
Principles
- Principle:Eventual Inc Daft Data Aggregation
- Principle:Huggingface Datasets TenBin Encoding
- Principle:FlagOpen FlagEmbedding Matryoshka Reranking
- Principle:VainF Torch Pruning Pruned Model Serialization
- Principle:Webdriverio Webdriverio Custom Service Development
- Principle:Rapidsai Cuml Time Series Forecasting
- Principle:ClickHouse ClickHouse CI Pipeline Execution
- Principle:Duckdb Duckdb Core Library Compilation
- Principle:Avdvg InjectGuard Similarity Search Detection
- Principle:Tensorflow Serving JSON Request Formatting
Implementations
- Implementation:Huggingface Datasets DatasetBuilder Download and Prepare
- Implementation:Bitsandbytes foundation Bitsandbytes Int8 Vectorwise Quant
- Implementation:ClickHouse ClickHouse Glibc Compatibility
- Implementation:Explodinggradients Ragas LocalCSVBackend Class
- Implementation:Microsoft Onnxruntime OrtEnvironment
- Implementation:Facebookresearch Habitat lab StaticManipulator
- Implementation:Webdriverio Webdriverio WebDriver Types
- Implementation:Microsoft Onnxruntime CUDA GradientControl
- Implementation:Langgenius Dify I18n Languages
- Implementation:Datahub project Datahub EntityClient Operations
Heuristics
- Heuristic:Kubeflow Kubeflow Kustomize Build Pipe Apply Pattern
- Heuristic:Openai Whisper Temperature Fallback Strategy
- Heuristic:Openai Openai python Warning Deprecated Eval Stored Completions
- Heuristic:Cohere ai Cohere python Warning Deprecated Legacy Generate API
- Heuristic:Openai Evals Eval Resumption Strategy
- Heuristic:Spotify Luigi PySpark Task Serialization
- Heuristic:OpenHands OpenHands Clustered Race Condition Prevention
- Heuristic:OpenGVLab InternVL Packed Training Buffer Management
- Heuristic:Intel Ipex llm LoRA Target All Linear Layers
- Heuristic:Princeton nlp SimPO Left Truncation Strategy
Environments
- Environment:Huggingface Datatrove Python Runtime
- Environment:Microsoft LoRA NLG Eval External Tools
- Environment:LMCache LMCache VLLM Serving Engine
- Environment:Mistralai Client python Python SDK Environment
- Environment:Huggingface Datasets Image Dependencies
- Environment:Apache Kafka Docker Build Environment
- Environment:LLMBook zh LLMBook zh github io VLLM Inference Environment
- Environment:NVIDIA DALI CUDA GPU Environment
- Environment:Pola rs Polars Python Runtime Environment
- Environment:EvolvingLMMs Lab Lmms eval Server Mode Environment