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:Apache Airflow DAG Authoring and Deployment
- Workflow:Datahub project Datahub CLI Metadata Ingestion
- Workflow:Kornia Kornia Edge Detection Pipeline
- Workflow:Openai Openai agents python Basic Agent Execution
- Workflow:Deepspeedai DeepSpeed AutoTP Training
- Workflow:PrefectHQ Prefect AI Data Analyst Agent
- Workflow:Vespa engine Vespa Linguistics text processing pipeline
- Workflow:NVIDIA DALI Video Processing Pipeline
- Workflow:Apache Hudi Docker Demo Setup
- Workflow:Facebookresearch Habitat lab PointNav PPO Training
Principles
- Principle:Google deepmind Dm control Composer Environment Assembly
- Principle:Deepset ai Haystack Document Embedding
- Principle:FlagOpen FlagEmbedding Search Demo Pipeline
- Principle:Confident ai Deepeval Answer Relevancy Evaluation
- Principle:Microsoft Onnxruntime Distributed Checkpoint Management
- Principle:Mit han lab Llm awq Interactive Multimodal Demo
- Principle:Marker Inc Korea AutoRAG Node Line Execution
- Principle:Apache Paimon Manifest Management
- Principle:Haifengl Smile Column Selection and Filtering
- Principle:Scikit learn Scikit learn Multiclass Multioutput
Implementations
- Implementation:Apache Paimon LookupStrategy
- Implementation:Ollama Ollama Convert Mistral Causal
- Implementation:Huggingface Optimum TasksManager Determine Framework
- Implementation:Ollama Ollama Llama Model
- Implementation:Apache Druid PieChartModule
- Implementation:Hiyouga LLaMA Factory V1 Rendering
- Implementation:Open compass VLMEvalKit LENS Utils
- Implementation:Mlc ai Mlc llm Calibrate Interface
- Implementation:VainF Torch Pruning GroupHessianImportance
- Implementation:Tencent Ncnn YOLO11 OBB Example
Heuristics
- Heuristic:Apache Dolphinscheduler JDBC Security Blocklist
- Heuristic:Onnx Onnx Shape Inference Limitations
- Heuristic:Google deepmind Dm control Warning Deprecated Legacy Base Walker
- Heuristic:Apache Hudi Record Level Index Optimization
- Heuristic:ARISE Initiative Robosuite XML Reset Method Tradeoff
- Heuristic:Haosulab ManiSkill Num Envs Backend Selection
- Heuristic:OpenGVLab InternVL Gradient Checkpointing Memory
- Heuristic:Openai Openai agents python Sensitive Data Logging Defaults
- Heuristic:PrefectHQ Prefect Retry Backoff Strategy
- Heuristic:NVIDIA DALI Warning Deprecated C API V1 Functions
Environments
- Environment:Mbzuai oryx Awesome LLM Post training Python Pandas
- Environment:Interpretml Interpret Native Libebm Environment
- Environment:DataTalksClub Data engineering zoomcamp PySpark Batch Environment
- Environment:InternLM Lmdeploy Build From Source
- Environment:Interpretml Interpret Blackbox Explainer Dependencies
- Environment:Vespa engine Vespa Java 17 Build Runtime
- Environment:Roboflow Rf detr Python GPU Environment
- Environment:Huggingface Datasets Search Dependencies
- Environment:Apache Druid Druid Operator Kubernetes
- Environment:Openai Evals OpenAI API Configuration