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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:Bigscience workshop Petals Server Contribution
- Workflow:Google deepmind Dm control Composer Environment Building
- Workflow:Liu00222 Open Prompt Injection DataSentinel Detection
- Workflow:Deepseek ai Janus Multimodal Understanding
- Workflow:Neuml Txtai Semantic Search
- Workflow:Deepset ai Haystack Document Indexing Pipeline
- Workflow:Hiyouga LLaMA Factory Model Inference and Serving
- Workflow:Vibrantlabsai Ragas Experiment Driven Development
- Workflow:Huggingface Diffusers Checkpoint Conversion
- Workflow:Rapidsai Cuml Random Forest Training And Inference
Principles
- Principle:FlowiseAI Flowise Dependency Management
- Principle:Ray project Ray Cloud Cluster Provisioning
- Principle:Langchain ai Langchain LLM Caching
- Principle:Truera Trulens LangGraph Agent Wrapping
- Principle:PrefectHQ Prefect HTTP Data Extraction
- Principle:Webdriverio Webdriverio Documentation Infrastructure
- Principle:Promptfoo Promptfoo Plugin Selection
- Principle:Kubeflow Kubeflow Post Release Communication
- Principle:EvolvingLMMs Lab Lmms eval Task Testing
- Principle:Ucbepic Docetl Top K Document Retrieval
Implementations
- Implementation:Duckdb Duckdb Package Build Py
- Implementation:CarperAI Trlx NeMo ILQL Model
- Implementation:Kornia Kornia Bilateral Filter
- Implementation:Pyro ppl Pyro SIR Models
- Implementation:Spcl Graph of thoughts DocMergePrompter
- Implementation:Norrrrrrr lyn WAInjectBench Image Folder Data Schema
- Implementation:CARLA simulator Carla Show Traffic Lights Tool
- Implementation:Hiyouga LLaMA Factory Tool Utils
- Implementation:Datahub project Datahub Container Key Guid Generator
- Implementation:Fede1024 Rust rdkafka SmolRuntime Adapter
Heuristics
- Heuristic:AnswerDotAI RAGatouille Auto Batch Size For Long Documents
- Heuristic:Fede1024 Rust rdkafka Sensitive Config Sanitization
- Heuristic:AUTOMATIC1111 Stable diffusion webui UNet Performance Patches
- Heuristic:Open compass VLMEvalKit WORLD SIZE Unset For Model Building
- Heuristic:SeleniumHQ Selenium Bazel Hermetic Build Requirement
- Heuristic:Iterative Dvc Path Performance Optimization
- Heuristic:Mbzuai oryx Awesome LLM Post training API Rate Limit Retry Strategy
- Heuristic:Getgauge Taiko Element Actionability Checks
- Heuristic:ContextualAI HALOs Batch Size Divisibility
- Heuristic:DevExpress Testcafe MacOS Browser Launch Serialization
Environments
- Environment:Astronomer Astronomer cosmos Cosmos Airflow Configuration
- Environment:Puppeteer Puppeteer Cross Platform Browser Environment
- Environment:PacktPublishing LLM Engineers Handbook VLLM Evaluation Environment
- Environment:Protectai Llm guard Python Runtime Dependencies
- Environment:Bigscience workshop Petals CUDA Server
- Environment:Open compass VLMEvalKit Data Storage Environment
- Environment:Hiyouga LLaMA Factory Core Python GPU Environment
- Environment:Deepspeedai DeepSpeed NVMe Environment
- Environment:Huggingface Transformers BitsAndBytes Quantization Env
- Environment:Openai Evals Python Runtime