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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:Huggingface Alignment handbook QLoRA Single GPU Finetuning
- Workflow:Princeton nlp Tree of thought llm Baseline comparison
- Workflow:Mlc ai Web llm Structured Output Generation
- Workflow:Apache Druid Visual Data Exploration
- Workflow:Openai Openai python Realtime Conversation
- Workflow:Obss Sahi Sliced Inference Pipeline
- Workflow:Google research Deduplicate text datasets Cross dataset deduplication
- Workflow:Vibrantlabsai Ragas Testset Generation
- Workflow:ClickHouse ClickHouse Contributing Pull Request
- Workflow:NVIDIA NeMo Aligner Supervised Fine Tuning
Principles
- Principle:Truera Trulens Application Recording
- Principle:Langfuse Langfuse ChatML Normalization
- Principle:Mage ai Mage ai Destination Configuration
- Principle:Huggingface Transformers Environment Setup
- Principle:Mbzuai oryx Awesome LLM Post training Category Taxonomy Definition
- Principle:Huggingface Transformers Documentation Metadata Management
- Principle:Huggingface Transformers Adapter Training
- Principle:PrefectHQ Prefect Asset Definition
- Principle:Langchain ai Langgraph Cache Backend Selection
- Principle:Cohere ai Cohere python Rerank Response Processing
Implementations
- Implementation:NVIDIA TransformerEngine TE Autocast
- Implementation:SeleniumHQ Selenium Git Fork And Branch Pattern
- Implementation:Online ml River Bandit BayesUCB
- Implementation:LLMBook zh LLMBook zh github io GPTQConfig Quantization
- Implementation:Hpcaitech ColossalAI LoRAConstructor
- Implementation:Scikit learn Scikit learn FetchLfw
- Implementation:Huggingface Datasets StreamingDownloadManager
- Implementation:Alibaba ROLL ModelUtils
- Implementation:Mlflow Mlflow ML Package Versions Data
- Implementation:Bentoml BentoML Bentos Export Import
Heuristics
- Heuristic:SeleniumHQ Selenium FindElements For Absence Check
- Heuristic:VainF Torch Pruning GQA Head Pruning Constraints
- Heuristic:Huggingface Datasets Batch Size Optimization
- Heuristic:OpenGVLab InternVL Dynamic Resolution Tiling
- Heuristic:EvolvingLMMs Lab Lmms eval Distributed Padding Strategy
- Heuristic:Onnx Onnx Big Endian Byte Order Handling
- Heuristic:Protectai Modelscan Stricter Zip Detection
- Heuristic:Microsoft BIPIA Torch Compile Platform Guard
- Heuristic:DevExpress Testcafe MacOS Browser Launch Serialization
- Heuristic:Dagster io Dagster Retry Strategy Configuration
Environments
- Environment:Huggingface Trl Python Core Dependencies
- Environment:Eventual Inc Daft Ray Distributed Runner
- Environment:Deepspeedai DeepSpeed XPU Environment
- Environment:Haifengl Smile Native BLAS LAPACK ARPACK
- Environment:SeldonIO Seldon core Go Build Toolchain Environment
- Environment:LLMBook zh LLMBook zh github io Bitsandbytes Quantization Environment
- Environment:Openai Evals Python Runtime
- Environment:Cohere ai Cohere python AWS Integration Dependencies
- Environment:Dagster io Dagster GRPC Communication
- Environment:Princeton nlp SimPO VLLM Inference