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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:Trailofbits Fickling Pickle Decompilation and Tracing
- Workflow:Togethercomputer Together python Batch Inference
- Workflow:Microsoft LoRA GPT2 NLG Finetuning
- Workflow:Googleapis Python genai Model Fine Tuning
- Workflow:ContextualAI HALOs Offline SFT Alignment Pipeline
- Workflow:OWASP Www project top 10 for large language model applications GenAI Red Team Testing
- Workflow:LMCache LMCache KV Cache Offloading
- Workflow:Ollama Ollama Model Registry Operations
- Workflow:Vllm project Vllm Structured Output Generation
- Workflow:DevExpress Testcafe CLI Test Execution
Principles
- Principle:Astronomer Astronomer cosmos Local Operator Execution
- Principle:Onnx Onnx Shape Inference
- Principle:ArroyoSystems Arroyo Job Lifecycle
- Principle:Alibaba MNN Output Postprocessing
- Principle:Apache Flink Compacted Committable Emission
- Principle:Huggingface Diffusers Dual LoRA Configuration
- Principle:Unslothai Unsloth Vision Model Loading
- Principle:Tensorflow Serving Simple Server Bootstrap
- Principle:Haotian liu LLaVA Weight Delta Computation
- Principle:TobikoData Sqlmesh Unit Test Creation
Implementations
- Implementation:Haifengl Smile DataType System
- Implementation:Snorkel team Snorkel Make Spark Mapper
- Implementation:Open compass VLMEvalKit QSpatial Utils
- Implementation:Haosulab ManiSkill Hopper
- Implementation:Langgenius Dify URL Validation
- Implementation:Pytorch Serve TsUtils
- Implementation:Ollama Ollama Imagegen Engine Main
- Implementation:Facebookresearch Audiocraft SEANet and RVQ
- Implementation:Puppeteer Puppeteer Page Emulate
- Implementation:Openai Openai agents python Prompt Template Pattern
Heuristics
- Heuristic:ChenghaoMou Text dedup Suffix Array Merge Strategy
- Heuristic:Microsoft Onnxruntime ORTModule Wrapping Order
- Heuristic:ClickHouse ClickHouse ThinLTO Build Tradeoffs
- Heuristic:Pyro ppl Pyro Guide Initialization Strategy
- Heuristic:Duckdb Duckdb PR Submission Strategy
- Heuristic:Lucidrains X transformers Numerical Stability Techniques
- Heuristic:Risingwavelabs Risingwave Stream Chunk Sizing
- Heuristic:ArroyoSystems Arroyo Async UDF Concurrency
- Heuristic:Avdvg InjectGuard Module Level Initialization
- Heuristic:Kubeflow Kubeflow Sequential Infrastructure Deployment
Environments
- Environment:Facebookresearch Habitat lab HITL Runtime Environment
- Environment:Huggingface Open r1 vLLM Server
- Environment:Spotify Luigi Apache Spark
- Environment:Shiyu coder Kronos PyTorch CUDA Environment
- Environment:Run llama Llama index Python LlamaIndex Core
- Environment:Infiniflow Ragflow Docker Infrastructure
- Environment:Deepspeedai DeepSpeed Multi Accelerator Environment
- Environment:SeldonIO Seldon core Python ML Dependencies Environment
- Environment:Fastai Fastbook Python FastAI Environment
- Environment:Huggingface Datasets Python PyArrow Core