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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:Facebookresearch Audiocraft MusicGen Training Pipeline
- Workflow:Explodinggradients Ragas Test Data Generation
- Workflow:Huggingface Transformers Model Quantization
- Workflow:Norrrrrrr lyn WAInjectBench Image Prompt Injection Detection
- Workflow:Hiyouga LLaMA Factory Model Inference and Serving
- Workflow:Allenai Open instruct Tulu3 Full Post Training
- Workflow:Google research Deduplicate text datasets Single file deduplication
- Workflow:Fastai Fastbook NLP Text Classification
- Workflow:BerriAI Litellm Fine Tuning Job
- Workflow:Scikit learn contrib Imbalanced learn Ensemble Imbalanced Classification
Principles
- Principle:SeldonIO Seldon core HuggingFace Model Deployment And Verification
- Principle:Liu00222 Open Prompt Injection Input Preprocessing
- Principle:Apache Kafka JVM Configuration
- Principle:Openai Openai python Embedding Input Preparation
- Principle:Liu00222 Open Prompt Injection Binary Search Localization
- Principle:OpenBMB UltraFeedback Prompt Formatting
- Principle:Haifengl Smile Inference Request Processing
- Principle:Infiniflow Ragflow Knowledge Base Selection
- Principle:Allenai Open instruct vLLM Async Generation
- Principle:Apache Spark Container Image Build
Implementations
- Implementation:ArroyoSystems Arroyo Window Function
- Implementation:Teamcapybara Capybara WhitespaceNormalizer
- Implementation:Farama Foundation Gymnasium CartPoleFunctional
- Implementation:CrewAIInc CrewAI LlamaIndex Tool
- Implementation:Openai Openai python Easy Input Message Param
- Implementation:Evidentlyai Evidently Report Init
- Implementation:Vibrantlabsai Ragas Documentation Configuration
- Implementation:Shiyu coder Kronos WebUI App
- Implementation:Huggingface Diffusers Single File Loadable Classes
- Implementation:Kornia Kornia Motion Blur
Heuristics
- Heuristic:Lm sys FastChat Conversation Splitting Token Buffer
- Heuristic:Astronomer Astronomer cosmos Memory Optimised Imports
- Heuristic:Spotify Luigi Batch Parameter Aggregation
- Heuristic:Marker Inc Korea AutoRAG Hybrid Retrieval Score Normalization
- Heuristic:Hpcaitech ColossalAI Gradient Checkpointing Memory Tip
- Heuristic:Microsoft LoRA Warning Deprecated Legacy Examples
- Heuristic:Protectai Llm guard Lazy Scanner Loading
- Heuristic:Webdriverio Webdriverio Mobile Platform Differences
- Heuristic:MaterializeInc Materialize Docker Image Cache Lookup
- Heuristic:Apache Flink Hadoop Thread Safety Mutexes
Environments
- Environment:Alibaba MNN GPU CUDA Environment
- Environment:CarperAI Trlx NeMo Megatron
- Environment:Mlc ai Web llm Node Build Toolchain
- Environment:Marker Inc Korea AutoRAG Python 3 10 Runtime
- Environment:Fastai Fastbook Sklearn Environment
- Environment:Apache Dolphinscheduler Database Backend
- Environment:Microsoft BIPIA Python CUDA GPU Environment
- Environment:DistrictDataLabs Yellowbrick Optional NLP Dependencies
- Environment:LLMBook zh LLMBook zh github io Data Processing Environment
- Environment:Nautechsystems Nautilus trader Asyncio Uvloop Event Loop