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1,118
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:Explodinggradients Ragas Agent Evaluation
- Workflow:Risingwavelabs Risingwave Iceberg Lakehouse Ingestion
- Workflow:NVIDIA NeMo Curator Text Curation Pipeline
- Workflow:Cypress io Cypress CI Pipeline Integration
- Workflow:Risingwavelabs Risingwave Streaming ETL Pipeline
- Workflow:Puppeteer Puppeteer Web Scraping And Interaction
- Workflow:Elevenlabs Elevenlabs python Realtime TTS Streaming
- Workflow:Haotian liu LLaVA Benchmark Evaluation
- Workflow:Google deepmind Dm control Multi Agent Soccer Setup
- Workflow:Datahub project Datahub Java SDK V2 Entity Management
Principles
- Principle:Openai Openai agents python Computer Use
- Principle:Huggingface Datasets SQL Dataset Building
- Principle:EvolvingLMMs Lab Lmms eval Distributed Environment Setup
- Principle:Langgenius Dify Dataset Creation
- Principle:Langfuse Langfuse Data Streaming from ClickHouse
- Principle:Liu00222 Open Prompt Injection Configuration Loading
- Principle:Mit han lab Llm awq Streaming Text Generation
- Principle:Promptfoo Promptfoo Configuration Loading
- Principle:Tensorflow Tfjs Model Compilation
- Principle:Explodinggradients Ragas Tool Call F1 Evaluation
Implementations
- Implementation:Langfuse Langfuse Batch Export Stream Transformations
- Implementation:Intel Ipex llm Transformers Trainer QLoRA
- Implementation:Sdv dev SDV GaussianCopulaSynthesizer Init
- Implementation:Infiniflow Ragflow Http Client
- Implementation:Treeverse LakeFS Java SDK ObjectsApi
- Implementation:Eventual Inc Daft Arrow Utils
- Implementation:CARLA simulator Carla Buffer
- Implementation:Mlc ai Mlc llm OLMo Loader
- Implementation:Microsoft Playwright LaunchApp
- Implementation:Hiyouga LLaMA Factory SFT Workflow
Heuristics
- Heuristic:InternLM Lmdeploy KV Cache Memory Tuning
- Heuristic:Haotian liu LLaVA Gradient Checkpointing Memory Optimization
- Heuristic:Recommenders team Recommenders Test Timing Budgets
- Heuristic:Dagster io Dagster Batch Size Tuning
- Heuristic:Webdriverio Webdriverio Click Interception Workaround
- Heuristic:Unstructured IO Unstructured Multi Python Matrix
- Heuristic:Pola rs Polars Lazy Over Eager Preference
- Heuristic:Sdv dev SDV Version Compatibility
- Heuristic:Truera Trulens Trace Compression Token Limits
- Heuristic:Rapidsai Cuml Batch Size Memory Tradeoff
Environments
- Environment:Tensorflow Serving Kubernetes Deployment Environment
- Environment:Norrrrrrr lyn WAInjectBench Conda Python 39 CUDA Environment
- Environment:Heibaiying BigData Notes Flink 1 9 Environment
- Environment:Openai Openai python Voice Helpers
- Environment:ARISE Initiative Robomimic PyTorch CUDA Environment
- Environment:DevExpress Testcafe Firefox Marionette
- Environment:Princeton nlp Tree of thought llm Python OpenAI
- Environment:SeldonIO Seldon core Kubernetes Cluster Environment
- Environment:ThreeSR Awesome Inference Time Scaling Python Runtime Environment
- Environment:Ggml org Ggml Vulkan GPU Environment