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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:Unstructured IO Unstructured Document Partitioning
- Workflow:Googleapis Python genai Multi Turn Chat
- Workflow:Datajuicer Data juicer Custom Operator Development
- Workflow:Langchain ai Langgraph CLI Deployment
- Workflow:Vespa engine Vespa Logging framework initialization
- Workflow:Axolotl ai cloud Axolotl QLoRA SFT Finetuning
- Workflow:VainF Torch Pruning Vision Transformer Pruning
- Workflow:FlowiseAI Flowise Evaluation Pipeline
- Workflow:Bigscience workshop Petals Distributed Text Generation
- Workflow:Predibase Lorax OpenAI Chat Completion
Principles
- Principle:Deepseek ai Janus Autoregressive Text Generation
- Principle:Alibaba ROLL Knowledge Distillation Loss
- Principle:Nautechsystems Nautilus trader Instrument Specification
- Principle:Axolotl ai cloud Axolotl LoRA Merging
- Principle:Deepspeedai DeepSpeed Inference Configuration
- Principle:ClickHouse ClickHouse Fundamental Type Aliases
- Principle:FlowiseAI Flowise Chat Prediction
- Principle:ContextualAI HALOs Iterative Alignment Loop
- Principle:OpenHands OpenHands Action Server Startup
- Principle:Unslothai Unsloth Vision Model Loading
Implementations
- Implementation:NVIDIA NeMo Curator RayActorPoolAdapter
- Implementation:Volcengine Verl SAPO Training Script
- Implementation:NVIDIA NeMo Aligner CriticServerTrainer Run
- Implementation:Triton inference server Server L0 Lifecycle Test
- Implementation:CrewAIInc CrewAI NL2SQL Tool
- Implementation:FlowiseAI Flowise SamplePromptDialog
- Implementation:Evidentlyai Evidently Legacy UI Base
- Implementation:CARLA simulator Carla Python Control Bindings
- Implementation:Openai Openai python Response Format Text JSON Schema
- Implementation:Promptfoo Promptfoo ApiProvider Interface
Heuristics
- Heuristic:BerriAI Litellm Token Counting Buffer
- Heuristic:Haotian liu LLaVA Image Aspect Ratio Padding Strategy
- Heuristic:Obss Sahi Overlap Ratio Selection
- Heuristic:Apache Airflow Variable Access Pattern
- Heuristic:Unslothai Unsloth Merge Memory Management
- Heuristic:Protectai Llm guard Lazy Scanner Loading
- Heuristic:Kubeflow Pipelines Resource Sizing For Components
- Heuristic:Langgenius Dify API Token Single Flight Caching
- Heuristic:Apache Shardingsphere Worker ID Reservation Strategy
- Heuristic:OpenBMB UltraFeedback GPU Memory Utilization
Environments
- Environment:TobikoData Sqlmesh BigQuery Connection
- Environment:OpenBMB UltraFeedback vLLM Multi GPU Environment
- Environment:Risingwavelabs Risingwave Java Connector Environment
- Environment:Liu00222 Open Prompt Injection CUDA Environment
- Environment:Puppeteer Puppeteer Cross Platform Browser Environment
- Environment:Online ml River Python Runtime Environment
- Environment:Mlc ai Mlc llm OpenCL Android Environment
- Environment:Huggingface Datasets SQL Dependencies
- Environment:Pola rs Polars Rust Build Environment
- Environment:CarperAI Trlx DeepSpeed Multi GPU