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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:Romsto Speculative Decoding Ngram Assisted Speculative Decoding
- Workflow:Spcl Graph of thoughts GoT Document Merging Pipeline
- Workflow:Promptfoo Promptfoo Red Team Security Scan
- Workflow:LLMBook zh LLMBook zh github io LoRA Finetuning
- Workflow:Pola rs Polars Lazy Query Pipeline
- Workflow:Vibrantlabsai Ragas Custom Metric Creation
- Workflow:OpenGVLab InternVL Multi Stage Pretraining
- Workflow:Webdriverio Webdriverio Custom Plugin Development
- Workflow:Vllm project Vllm Offline Text Generation
- Workflow:Recommenders team Recommenders Neural Collaborative Filtering
Principles
- Principle:EvolvingLMMs Lab Lmms eval Environment Setup
- Principle:Junyanz Pytorch CycleGAN and pix2pix Model Inference
- Principle:FlowiseAI Flowise Chat Widget Embedding
- Principle:CrewAIInc CrewAI Tool Assignment
- Principle:Eventual Inc Daft Window Functions
- Principle:Scikit learn Scikit learn Parameter Space Definition
- Principle:ARISE Initiative Robosuite Robot Model Hierarchy
- Principle:Haotian liu LLaVA CLI Interactive Chat
- Principle:CarperAI Trlx Reward Model Serving
- Principle:AUTOMATIC1111 Stable diffusion webui Progress Reporting
Implementations
- Implementation:CarperAI Trlx NeMo ILQL Trainer
- Implementation:Cleanlab Cleanlab OD Visualize
- Implementation:Google deepmind Mujoco mj loadXML
- Implementation:Lance format Lance Scanner Full Text Search
- Implementation:Openai Openai node Videos Resource
- Implementation:TobikoData Sqlmesh Documentation Component
- Implementation:Ollama Ollama Imagegen Engine Generate
- Implementation:Online ml River Datasets Elec2
- Implementation:Astronomer Astronomer cosmos DbtGraph Load And Build
- Implementation:Vespa engine Vespa VespaLevelControllerRepo Constructor
Heuristics
- Heuristic:Langgenius Dify Extension Initialization Order
- Heuristic:OpenHands OpenHands Redis Distributed Locking
- Heuristic:Dagster io Dagster Record Over Dataclass
- Heuristic:OpenBMB UltraFeedback API Retry Strategy
- Heuristic:OWASP Www project top 10 for large language model applications Vulnerability Entry Structure Guide
- Heuristic:Mbzuai oryx Awesome LLM Post training Paper Deduplication Via Dict
- Heuristic:LaurentMazare Tch rs Hidden Dimension Alignment
- Heuristic:AUTOMATIC1111 Stable diffusion webui VRAM Management Strategies
- Heuristic:Puppeteer Puppeteer Chrome Default Launch Arguments
- Heuristic:FlagOpen FlagEmbedding Temperature Scaling Tip
Environments
- Environment:Zai org CogVideo Diffusers Finetuning Environment
- Environment:Google deepmind Dm control GLFW Desktop Rendering
- Environment:PrefectHQ Prefect Prefect Server Database
- Environment:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Python Environment
- Environment:Huggingface Datasets Search Dependencies
- Environment:Mlc ai Web llm Chrome Extension Manifest V3
- Environment:Iterative Dvc Python Runtime
- Environment:Mit han lab Llm awq Flash Attention Environment
- Environment:Evidentlyai Evidently Node Frontend Environment
- Environment:Ray project Ray CI Build Matrix Environment