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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.
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| 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:PeterL1n BackgroundMattingV2 Video matting inference
- Workflow:Kornia Kornia ONNX Model Pipeline
- Workflow:Lucidrains X transformers Autoregressive Language Modeling
- Workflow:Spotify Luigi Spark Processing Pipeline
- Workflow:NVIDIA NeMo Aligner DPO Training
- Workflow:Mlc ai Web llm Chrome Extension Integration
- Workflow:DataTalksClub Data engineering zoomcamp dlt Data Ingestion
- Workflow:Vespa engine Vespa Document indexing pipeline
- Workflow:Scikit learn contrib Imbalanced learn Imbalanced Model Evaluation
- Workflow:Huggingface Trl GRPO Training
Principles
- Principle:ARISE Initiative Robosuite Environment Wrapper Pattern
- Principle:Pyro ppl Pyro MCMC Numerical Methods
- Principle:Getgauge Taiko Checkbox Interaction
- Principle:Groq Groq python Vector Extraction
- Principle:Webdriverio Webdriverio AsyncIterationPattern
- Principle:NVIDIA DALI Pipeline Validation
- Principle:Apache Dolphinscheduler Workflow Triggering
- Principle:DataTalksClub Data engineering zoomcamp Kestra Infrastructure Setup
- Principle:Sdv dev SDV Sequential Model Fitting
- Principle:Mbzuai oryx Awesome LLM Post training Publication Count Querying
Implementations
- Implementation:Openai Openai node Speech Resource
- Implementation:Lucidrains X transformers UniversalPretrainWrapper
- Implementation:Vllm project Vllm Marlin MoE Generate Kernels
- Implementation:Datajuicer Data juicer WikipediaDownloader
- Implementation:Apache Airflow Helm Chart Values
- Implementation:Mage ai Mage ai Dremio Source
- Implementation:Pyro ppl Pyro TorchDistributionMixin
- Implementation:Pyro ppl Pyro UnconditionMessenger
- Implementation:Infiniflow Ragflow DelimiterFormField Component
- Implementation:Openai Openai python Response Input Image Param
Heuristics
- Heuristic:HKUDS AI Trader Sortino Ratio Capping
- Heuristic:Facebookresearch Audiocraft FSDP Distributed Training Tips
- Heuristic:AnswerDotAI RAGatouille Searcher Configuration By Collection Size
- Heuristic:SeldonIO Seldon core Kafka Partition Throughput Tip
- Heuristic:Shiyu coder Kronos Learning Rate And Optimizer Tuning
- Heuristic:Kornia Kornia Morphology Engine Selection
- Heuristic:Avhz RustQuant Discretization Scheme Selection
- Heuristic:Langgenius Dify SSE Streaming Error Handling
- Heuristic:Kubeflow Pipelines Component URL Commit SHA Pinning
- Heuristic:Trailofbits Fickling Race Condition Prevention
Environments
- Environment:VainF Torch Pruning PyTorch Python Core
- Environment:Sgl project Sglang Multimodal
- Environment:ClickHouse ClickHouse CI Docker Environment
- Environment:Fastai Fastbook NLP SpaCy Environment
- Environment:SeldonIO Seldon core GPU Inference Environment
- Environment:LLMBook zh LLMBook zh github io PyTorch CUDA GPU Environment
- Environment:Googleapis Python genai Gemini API Key Authentication
- Environment:Roboflow Rf detr Python GPU Environment
- Environment:DataTalksClub Data engineering zoomcamp Kestra Orchestration Environment
- Environment:ArroyoSystems Arroyo Python UDF Runtime