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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:Elevenlabs Elevenlabs python Realtime TTS Streaming
- Workflow:Cypress io Cypress CI Pipeline Integration
- Workflow:OWASP Www project top 10 for large language model applications Vulnerability Entry Development
- Workflow:Microsoft Playwright Codegen test recording
- Workflow:Cypress io Cypress Project Setup and Configuration
- Workflow:MarketSquare Robotframework browser Browser Test Authoring
- Workflow:Testtimescaling Testtimescaling github io Adding a New Paper
- Workflow:Ray project Ray Build and Release Pipeline
- Workflow:Lucidrains X transformers Autoregressive Language Modeling
- Workflow:ContextualAI HALOs Offline SFT Alignment Pipeline
Principles
- Principle:Isaac sim IsaacGymEnvs RL Agent Initialization
- Principle:Spcl Graph of thoughts Document Merging Prompt Design
- Principle:Scikit learn Scikit learn Multiclass Multioutput
- Principle:AUTOMATIC1111 Stable diffusion webui Task Progress Tracking
- Principle:Webdriverio Webdriverio Performance Reporting
- Principle:Openai Whisper Dynamic Time Warping
- Principle:Marker Inc Korea AutoRAG Strategy Based Module Selection
- Principle:OpenRLHF OpenRLHF Process Reward Dataset Construction
- Principle:Huggingface Datasets SQL Import
- Principle:Langgenius Dify Frontend Architecture
Implementations
- Implementation:Mage ai Mage ai Write State
- Implementation:CrewAIInc CrewAI DevTools CLI
- Implementation:Apache Dolphinscheduler RpcMethodRetryStrategy Pattern
- Implementation:Turboderp org Exllamav2 Model Diff
- Implementation:Tensorflow Tfjs Layer Trainable Setter
- Implementation:Elevenlabs Elevenlabs python McpServerConfigOutput
- Implementation:Cohere ai Cohere python JsonResponseFormatV2 Model
- Implementation:CarperAI Trlx Logging
- Implementation:Ggml org Llama cpp Hparams Header
- Implementation:Mit han lab Llm awq VILA10 Demo
Heuristics
- Heuristic:Obss Sahi Overlap Ratio Selection
- Heuristic:Duckdb Duckdb PR Submission Strategy
- Heuristic:Elevenlabs Elevenlabs python Text Chunking Splitter Characters
- Heuristic:Scikit learn contrib Imbalanced learn Sampling Strategy Selection
- Heuristic:Openai Openai node RunTools Loop Limit
- Heuristic:Openai CLIP CLIP Normalization Constants
- Heuristic:Apache Dolphinscheduler HikariCP Pool Tuning
- Heuristic:Run llama Llama index Embedding Batch Size Tuning
- Heuristic:Cypress io Cypress Xvfb Display Gotcha
- Heuristic:Openai CLIP Template Ensemble For Zero Shot
Environments
- Environment:ThreeSR Awesome Inference Time Scaling Git CLI Environment
- Environment:Sgl project Sglang CPU
- Environment:Roboflow Rf detr Python GPU Environment
- Environment:Puppeteer Puppeteer Cross Platform Browser Environment
- Environment:Mage ai Mage ai Python 3 9 Runtime
- Environment:Apache Shardingsphere Java Runtime Environment
- Environment:Langfuse Langfuse ClickHouse Analytics
- Environment:Sgl project Sglang OpenAI
- Environment:Intel Ipex llm Pipeline Parallel Environment
- Environment:Dagster io Dagster DAGSTER HOME Configuration