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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.
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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:NVIDIA NeMo Curator Image Curation Pipeline
- Workflow:Danijar Dreamerv3 Evaluation Only
- Workflow:Huggingface Datasets Hub Publishing
- Workflow:Spcl Graph of thoughts GoT Document Merging Pipeline
- Workflow:Heibaiying BigData Notes Kafka Producer Consumer Pipeline
- Workflow:Puppeteer Puppeteer Cross Browser Automation
- Workflow:Predibase Lorax Server Deployment
- Workflow:Langgenius Dify Docker Deployment
- Workflow:Diagram of thought Diagram of thought DoT Prompt Customization
- Workflow:Fastai Fastbook NLP Text Classification
Principles
- Principle:Duckdb Duckdb Adaptive Sorting
- Principle:Triton inference server Server Signal Handling
- Principle:Haosulab ManiSkill Robot Agent Definition
- Principle:Bentoml BentoML Deployment Configuration
- Principle:FlowiseAI Flowise Chatflow Security Configuration
- Principle:Ggml org Ggml OpenCL GPU Computation
- Principle:SeleniumHQ Selenium Browser Options Configuration
- Principle:Apache Kafka Release Notes Generation
- Principle:Ollama Ollama Manifest Resolution
- Principle:Guardrails ai Guardrails Validator Installation
Implementations
- Implementation:Mbzuai oryx Awesome LLM Post training Search Papers
- Implementation:ARISE Initiative Robosuite TrajUtils
- Implementation:SeldonIO Seldon core Seldon Pipeline Status
- Implementation:EvolvingLMMs Lab Lmms eval People Speech Utils
- Implementation:OpenHands OpenHands SaasNestedConversationManager Create Runtime
- Implementation:CARLA simulator Carla SignalType
- Implementation:Astronomer Astronomer cosmos DbtRunLocalOperator Execute
- Implementation:SeleniumHQ Selenium Closure Dom Classlist
- Implementation:AUTOMATIC1111 Stable diffusion webui Load networks
- Implementation:Astronomer Astronomer cosmos Azure Container Instance Operators
Heuristics
- Heuristic:Apache Druid Capability Detection Strategy
- Heuristic:AnswerDotAI RAGatouille Searcher Configuration By Collection Size
- Heuristic:Mage ai Mage ai HTTP Error Classification
- Heuristic:Openai Evals Model Graded Eval Design
- Heuristic:Haotian liu LLaVA Quantization MM Projector Exclusion
- Heuristic:OWASP Www project top 10 for large language model applications Sandbox Containerization Pattern
- Heuristic:Huggingface Alignment handbook DDP Bias Buffer Ignore
- Heuristic:Scikit learn contrib Imbalanced learn KNeighbors Selection Tips
- Heuristic:Apache Kafka Log4j Migration Compatibility
- Heuristic:Lance format Lance Fragment Sizing Strategy
Environments
- Environment:ThreeSR Awesome Inference Time Scaling Git CLI Environment
- Environment:Googleapis Python genai Python 3 10 SDK Runtime
- Environment:Huggingface Peft GPU Hardware Detection
- Environment:Duckdb Duckdb Release Publishing Env
- Environment:Kserve Kserve GPU Accelerator
- Environment:Lakeraai Pint benchmark Python 310 With Transformers
- Environment:DataTalksClub Data engineering zoomcamp Dlt BigQuery Environment
- Environment:CarperAI Trlx Python Accelerate
- Environment:ChenghaoMou Text dedup Python 3 12 Environment
- Environment:Mbzuai oryx Awesome LLM Post training Python Matplotlib