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:Open compass VLMEvalKit Adding Custom VLM
- Workflow:Hpcaitech ColossalAI Model Evaluation
- Workflow:Cleanlab Cleanlab Datalab Dataset Audit
- Workflow:Astronomer Astronomer cosmos Local dbt DAG rendering
- Workflow:DistrictDataLabs Yellowbrick Classification Model Evaluation
- Workflow:Apache Hudi Docker Demo Setup
- Workflow:ARISE Initiative Robosuite Environment Setup And Simulation
- Workflow:LLMBook zh LLMBook zh github io DPO Alignment
- Workflow:Mbzuai oryx Awesome LLM Post training Research Trend Analysis
- Workflow:Evidentlyai Evidently Monitoring Dashboard Setup
Principles
- Principle:PrefectHQ Prefect DataFrame Transformation
- Principle:Ggml org Llama cpp Build Quantize Tool
- Principle:Spotify Luigi External Data Sources
- Principle:Cleanlab Cleanlab CIFAR CNN Architecture
- Principle:Treeverse LakeFS Import Source Preparation
- Principle:Haifengl Smile Matrix Decomposition
- Principle:FlowiseAI Flowise Error Handling
- Principle:Triton inference server Server Jetson Edge Deployment
- Principle:ClickHouse ClickHouse Type Safe Wrappers
- Principle:Ggml org Llama cpp GGUF Quantization
Implementations
- Implementation:Microsoft Onnxruntime PlotCommonErrors
- Implementation:AUTOMATIC1111 Stable diffusion webui Shared State
- Implementation:Apache Druid SegmentsView
- Implementation:Bentoml BentoML Image Builder
- Implementation:SeleniumHQ Selenium NetworkInterceptor Constructor
- Implementation:Microsoft Playwright WebKit BrowserType
- Implementation:Vllm project Vllm CPU Layernorm
- Implementation:Eric mitchell Direct preference optimization Disable Dropout
- Implementation:Guardrails ai Guardrails AsyncValidatorService
- Implementation:Dagster io Dagster Asset Decorator
Heuristics
- Heuristic:Avdvg InjectGuard Embedding Normalization Cosine Equivalence
- Heuristic:Huggingface Datasets Cache Fingerprinting Tips
- Heuristic:Apache Kafka Log4j Migration Compatibility
- Heuristic:AnswerDotAI RAGatouille FAISS Vs PyTorch KMeans Indexing
- Heuristic:Kserve Kserve Prefix Cache Consistency
- Heuristic:Gretelai Gretel synthetics GPU Memory Allow Growth
- Heuristic:DataExpert io Data engineer handbook Flink Checkpointing Interval Tuning
- Heuristic:Lance format Lance Warning Deprecated Legacy Encodings
- Heuristic:Microsoft Autogen Name Uniqueness Constraints
- Heuristic:Infiniflow Ragflow Reranking Weight Tuning
Environments
- Environment:Shiyu coder Kronos Qlib Data Environment
- Environment:Intel Ipex llm XPU Inference Environment
- Environment:Facebookresearch Habitat lab SLURM Distributed Environment
- Environment:Mbzuai oryx Awesome LLM Post training Python Requests
- Environment:HKUDS AI Trader Python LangChain Runtime
- Environment:Hpcaitech ColossalAI GRPO Distributed Environment
- Environment:Apache Dolphinscheduler ZooKeeper Registry
- Environment:Huggingface Diffusers Quantization Environment
- Environment:Ollama Ollama Go Runtime
- Environment:Tensorflow Tfjs Python Converter