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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:Junyanz Pytorch CycleGAN and pix2pix CycleGAN Training
- Workflow:Kserve Kserve LLM Inference Serving
- Workflow:Avdvg InjectGuard Vector Similarity Detection Pipeline
- Workflow:Iterative Dvc Experiment Tracking
- Workflow:Ucbepic Docetl Pipeline Optimization
- Workflow:Alibaba ROLL Reward Flow Diffusion Pipeline
- Workflow:Anthropics Anthropic sdk python Extended Thinking Reasoning
- Workflow:InternLM Lmdeploy W4A16 AWQ Quantization
- Workflow:Huggingface Transformers 3D Parallel Distributed Training
- Workflow:Facebookresearch Audiocraft Model Export And Deployment
Principles
- Principle:Vespa engine Vespa Language Detection
- Principle:Openclaw Openclaw Container Onboarding
- Principle:Fede1024 Rust rdkafka Transactional Producer Setup
- Principle:Ollama Ollama Model Loading
- Principle:Lm sys FastChat Distributed SFT Training
- Principle:ArroyoSystems Arroyo Steady State Processing
- Principle:Microsoft Onnxruntime Inference Model Export
- Principle:Ggml org Llama cpp Runtime LoRA Application
- Principle:Eventual Inc Daft Delta Lake Writing
- Principle:Ray project Ray Actor Class Definition
Implementations
- Implementation:Open compass VLMEvalKit Ristretto
- Implementation:Pyro ppl Pyro RSA Generics
- Implementation:Google deepmind Dm control Walker Rescale
- Implementation:Risingwavelabs Risingwave SqlServerValidator
- Implementation:Apache Paimon FormatTable
- Implementation:Mistralai Client python GCP BaseSDK
- Implementation:Langchain ai Langchain BaseOpenAI LLM
- Implementation:Openai Openai node Zod Helpers
- Implementation:Huggingface Datasets CsvDatasetReader
- Implementation:Huggingface Transformers Pipeline Forward
Heuristics
- Heuristic:Huggingface Datatrove MinHash Parameter Tuning
- Heuristic:Mistralai Client python Tool Docstring Requirement
- Heuristic:Lucidrains X transformers Sampling Temperature Strategy
- Heuristic:Microsoft Agent framework Typed Agent Options Pattern
- Heuristic:Facebookresearch Habitat lab Warning Deprecated Legacy UI System
- Heuristic:Shiyu coder Kronos Sampling Temperature Tuning
- Heuristic:DevExpress Testcafe Window Resize Correction
- Heuristic:Facebookresearch Habitat lab Force Single Threaded PyTorch
- Heuristic:Huggingface Alignment handbook Global Batch Size Scaling
- Heuristic:Neuml Txtai Thread Safety Constraints
Environments
- Environment:Testtimescaling Testtimescaling github io Python 3 Runtime
- Environment:Langchain ai Langchain Unit Test Network Isolation
- Environment:Spotify Luigi Tornado Web Server
- Environment:Kserve Kserve GPU Accelerator
- Environment:Huggingface Datasets Python PyArrow Core
- Environment:Deepset ai Haystack HuggingFace Model Environment
- Environment:Interpretml Interpret Blackbox Explainer Dependencies
- Environment:Anthropics Anthropic sdk python Python SDK Core Environment
- Environment:SeldonIO Seldon core Kubernetes Cluster Environment
- Environment:Apache Druid Druid Operator Kubernetes