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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:Microsoft Agent framework Basic Agent Creation
- Workflow:MarketSquare Robotframework browser Library Development and Release
- Workflow:FlowiseAI Flowise Agentflow V2 Creation
- Workflow:Googleapis Python genai Function Calling and Tools
- Workflow:DataExpert io Data engineer handbook Dimensional Data Modeling Environment Setup
- Workflow:Arize ai Phoenix Span Annotation Pipeline
- Workflow:Openclaw Openclaw Channel Connection
- Workflow:Lucidrains X transformers Autoregressive Language Modeling
- Workflow:BerriAI Litellm Fine Tuning Job
- Workflow:Apache Druid SQL Query Execution
Principles
- Principle:Haotian liu LLaVA Feature Alignment Pretraining
- Principle:Microsoft Agent framework Approval Response Handling
- Principle:Ollama Ollama Local Manifest Management
- Principle:Haosulab ManiSkill RL Evaluation Checkpointing
- Principle:Apache Spark YARN Web Proxy Security
- Principle:Langchain ai Langchain Compatibility Testing
- Principle:DataTalksClub Data engineering zoomcamp Kafka Infrastructure Setup
- Principle:OpenHands OpenHands Base App Initialization
- Principle:LaurentMazare Tch rs Stream Serialization
- Principle:Ggml org Ggml Backend Scheduling
Implementations
- Implementation:Pyro ppl Pyro TraceTMC ELBO
- Implementation:Iterative Dvc Annotations
- Implementation:Ggml org Ggml Zdnn backend
- Implementation:Google deepmind Dm control Padded Room
- Implementation:InternLM Lmdeploy Core SmemLayout
- Implementation:Microsoft DeepSpeedExamples BertAdam Optimizer
- Implementation:Pytorch Serve Accelerate Handler
- Implementation:Risingwavelabs Risingwave Graph Algorithms
- Implementation:DevExpress Testcafe ScreenshotCapturer
- Implementation:Datahub project Datahub Sidebars Config
Heuristics
- Heuristic:CarperAI Trlx Reward Model Layer Freezing
- Heuristic:Huggingface Open r1 vLLM GPU Allocation
- Heuristic:Huggingface Peft DoRA Inference Caching
- Heuristic:Haosulab ManiSkill Rendering Memory Optimization
- Heuristic:Princeton nlp SimPO Concatenated Forward Pass
- Heuristic:Explodinggradients Ragas Retry And Backoff Configuration
- Heuristic:Apache Druid Explore Compare Query Strategy
- Heuristic:Lucidrains X transformers MaskGIT Generation Tuning
- Heuristic:Spcl Graph of thoughts Scoring With Error Counting
- Heuristic:FlowiseAI Flowise Heap Memory Configuration
Environments
- Environment:Princeton nlp SimPO VLLM Inference
- Environment:Mlfoundations Open flamingo WebDataset Training Dependencies
- Environment:Truera Trulens OpenAI Provider Environment
- Environment:TA Lib Ta lib python Python Build Environment
- Environment:ARISE Initiative Robosuite GPU Rendering
- Environment:Iterative Dvc Git SCM Environment
- Environment:Mistralai Client python Python SDK Environment
- Environment:SeleniumHQ Selenium Contributor Development Environment
- Environment:TobikoData Sqlmesh BigQuery Connection
- Environment:Langgenius Dify Docker Deployment Environment