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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:FlagOpen FlagEmbedding Embedder Finetuning
- Workflow:Sail sg LongSpec GLIDE Draft Model Training
- Workflow:Ray project Ray Serve Deployment
- Workflow:Huggingface Transformers Model Benchmarking
- Workflow:Pytorch Serve Large Model Inference
- Workflow:Liu00222 Open Prompt Injection DataSentinel Detection
- Workflow:FlowiseAI Flowise Chatbot Deployment
- Workflow:MarketSquare Robotframework browser Library Development and Release
- Workflow:Mlfoundations Open flamingo Model Creation And Inference
- Workflow:Langgenius Dify Knowledge Base Creation
Principles
- Principle:OpenRLHF OpenRLHF Distributed Strategy Configuration
- Principle:Spotify Luigi Pipeline Parameterization
- Principle:Neuml Txtai Content Storage
- Principle:Spotify Luigi External API Integration
- Principle:Eventual Inc Daft Data Ingestion CSV
- Principle:Microsoft Agent framework Workflow Agent Wrapping
- Principle:Kubeflow Pipelines Component Definition
- Principle:Norrrrrrr lyn WAInjectBench Text Embedding Initialization
- Principle:Google deepmind Dm control Locomotion Visualization
- Principle:Ggml org Llama cpp ModelArchitecture
Implementations
- Implementation:InternLM Lmdeploy Gemm CpAsync
- Implementation:Open compass VLMEvalKit Monkey
- Implementation:Hiyouga LLaMA Factory Misc Utils
- Implementation:Google deepmind Dm control Multiplayer Tracking Camera
- Implementation:Googleapis Python genai Sphinx EnglishStemmer
- Implementation:Sgl project Sglang SM90 MMA Mixed Input
- Implementation:SeleniumHQ Selenium CivetServer Header
- Implementation:Datajuicer Data juicer NlpcdaZhMapper
- Implementation:Microsoft Playwright DevtoolsController
- Implementation:Apache Flink HadoopMapFunction
Heuristics
- Heuristic:Openai Openai agents python GPT 5 Reasoning Settings
- Heuristic:DataExpert io Data engineer handbook Watermark Late Arrival Tolerance
- Heuristic:Lucidrains X transformers Rotary Position Embedding Selection
- Heuristic:Mlc ai Web llm KV Cache Window Configuration
- Heuristic:Haotian liu LLaVA Tokenizer Version Offset Correction
- Heuristic:OpenRLHF OpenRLHF Adam Offload Memory Tip
- Heuristic:OpenBMB UltraFeedback Score Parsing Robustness
- Heuristic:Sdv dev SDV HMA Schema Simplification
- Heuristic:Huggingface Transformers Mixed Precision Training Selection
- Heuristic:Sktime Pytorch forecasting Early Stopping Patience
Environments
- Environment:Vibrantlabsai Ragas Google Drive Backend Environment
- Environment:AUTOMATIC1111 Stable diffusion webui Xformers Attention
- Environment:Openai Openai python Azure OpenAI
- Environment:DataExpert io Data engineer handbook Python Development Environment
- Environment:Langfuse Langfuse PostgreSQL 17
- Environment:Sktime Pytorch forecasting Matplotlib Plotting Dependencies
- Environment:Datahub project Datahub Spark Lineage Environment
- Environment:Wandb Weave Python SDK Runtime
- Environment:Apache Flink Node Build Environment
- Environment:Promptfoo Promptfoo Provider API Keys