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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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|---|---|---|
| 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:Webdriverio Webdriverio Standalone Browser Automation
- Workflow:Mage ai Mage ai Destination Data Loading
- Workflow:Microsoft Onnxruntime Nodejs Inference
- Workflow:Duckdb Duckdb Code Generation Pipeline
- Workflow:Tensorflow Serving REST API Inference
- Workflow:Vllm project Vllm Vision Language Inference
- Workflow:Kserve Kserve LLM Inference Serving
- Workflow:Zai org CogVideo Diffusers LoRA Finetuning
- Workflow:FlowiseAI Flowise Document Store Ingestion
- Workflow:Kubeflow Pipelines Standalone Deployment
Principles
- Principle:TA Lib Ta lib python Stream Validation
- Principle:Langchain ai Langgraph Pregel Execution Algorithm
- Principle:Helicone Helicone Application Services
- Principle:Facebookresearch Habitat lab HITL Application Configuration
- Principle:MaterializeInc Materialize Content Addressed Fingerprinting
- Principle:Scikit learn contrib Imbalanced learn Combined Over Under Sampling Tomek
- Principle:Webdriverio Webdriverio Local Tunnel Connectivity
- Principle:Triton inference server Server Generate API
- Principle:Webdriverio Webdriverio Test Spec Authoring
- Principle:ARISE Initiative Robomimic Observation Extraction
Implementations
- Implementation:Teamcapybara Capybara Node Simple
- Implementation:Explodinggradients Ragas Edited Chain Runs Schema
- Implementation:Facebookresearch Audiocraft LoudnessLoss
- Implementation:Allenai Open instruct Contamination Search
- Implementation:Bitsandbytes foundation Bitsandbytes MatMul8bitLt
- Implementation:Tensorflow Serving Json Tensor Test
- Implementation:SeleniumHQ Selenium FirefoxProfile
- Implementation:Speechbrain Speechbrain Train CommonVoice Seq2Seq
- Implementation:Risingwavelabs Risingwave TimeUtils
- Implementation:Hiyouga LLaMA Factory PPO Workflow
Heuristics
- Heuristic:Infiniflow Ragflow Agent Max Rounds Strategy
- Heuristic:Puppeteer Puppeteer Headless Linux Requirements
- Heuristic:Alibaba MNN LLM Runtime Tuning
- Heuristic:Snorkel team Snorkel Minimum Three LFs
- Heuristic:Scikit learn contrib Imbalanced learn KNeighbors Selection Tips
- Heuristic:SqueezeAILab ETS Embedding Model GPU Collocation
- Heuristic:LaurentMazare Tch rs Hidden Dimension Alignment
- Heuristic:FlowiseAI Flowise Tool Ordering Convention
- Heuristic:Roboflow Rf detr Batch Size Memory Tradeoff
- Heuristic:Kubeflow Kubeflow Sequential Infrastructure Deployment
Environments
- Environment:Huggingface Transformers Python 310 Runtime
- Environment:Cleanlab Cleanlab Python Core Environment
- Environment:Helicone Helicone Docker Compose Infrastructure
- Environment:Interpretml Interpret Blackbox Explainer Dependencies
- Environment:Datajuicer Data juicer LLM API Credentials Environment
- Environment:Google deepmind Dm control OSMesa Software Rendering
- Environment:Alibaba ROLL Diffusion Video Environment
- Environment:Mlflow Mlflow OpenAI LLM Integration Environment
- Environment:Pyro ppl Pyro Funsor Backend
- Environment:Alibaba MNN Python Export Environment