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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:Pyro ppl Pyro SVI Training
- Workflow:Mistralai Client python Streaming Chat Completion
- Workflow:Neuml Txtai Model Training
- Workflow:Junyanz Pytorch CycleGAN and pix2pix Pretrained Inference
- Workflow:Alibaba ROLL Supervised Finetuning Pipeline
- Workflow:MarketSquare Robotframework browser API Testing via Browser
- Workflow:LLMBook zh LLMBook zh github io Supervised Finetuning
- Workflow:Predibase Lorax Single LoRA Inference
- Workflow:Confident ai Deepeval LLM Tracing and Observability
- Workflow:Apache Hudi Flink Batch Incremental Read
Principles
- Principle:Snorkel team Snorkel Slicing Function Definition
- Principle:Cypress io Cypress Monorepo Dependency Management
- Principle:Huggingface Optimum Backend Availability Detection
- Principle:Ggml org Llama cpp GPU Inference
- Principle:BerriAI Litellm Cache Key Generation
- Principle:Deepspeedai DeepSpeed Reward Model Training
- Principle:Alibaba ROLL MCoreAdapter Distributed Initialization
- Principle:Fede1024 Rust rdkafka Manual Offset Management
- Principle:Roboflow Rf detr Roboflow Authentication
- Principle:Online ml River Feature Normalization
Implementations
- Implementation:Ollama Ollama Llama Grammar Types
- Implementation:Shiyu coder Kronos CustomFinetuneConfig Init
- Implementation:TobikoData Sqlmesh NotificationCenter
- Implementation:Nightwatchjs Nightwatch Extension Invocation Pattern
- Implementation:Turboderp org Exllamav2 ExLlamaV2Filter
- Implementation:LaurentMazare Tch rs Tensor File CLI Tool
- Implementation:Apache Airflow BaseOperator Interface
- Implementation:Haosulab ManiSkill BaseEnv Step Reset
- Implementation:Avhz RustQuant Brent Method
- Implementation:Open compass VLMEvalKit SimpleVQA
Heuristics
- Heuristic:ContextualAI HALOs Batch Size Divisibility
- Heuristic:Cleanlab Cleanlab KNN Distance Metric Selection
- Heuristic:DevExpress Testcafe Browser Connection Timeouts
- Heuristic:Langchain ai Langgraph Recursion Limit Tuning
- Heuristic:Vespa engine Vespa Warning Deprecated Cloud API Constructors
- Heuristic:Treeverse LakeFS Presigned URL Expiry Tip
- Heuristic:NVIDIA DALI Batch Size Tuning
- Heuristic:Datahub project Datahub Docker Memory Preflight
- Heuristic:Huggingface Datatrove Gopher Quality Thresholds
- Heuristic:Princeton nlp Tree of thought llm Global State Token Counting
Environments
- Environment:Astronomer Astronomer cosmos Cloud Provider Dependencies
- Environment:OpenBMB UltraFeedback vLLM Multi GPU Environment
- Environment:Dotnet Machinelearning TorchSharp Environment
- Environment:PrefectHQ Prefect Prefect Server Database
- Environment:OpenHands OpenHands SaaS Server Environment
- Environment:Openai CLIP Python Dependencies
- Environment:Huggingface Optimum Python Core Dependencies
- Environment:Openai Openai python Realtime WebSocket
- Environment:Openai Openai agents python Python 3 9 Runtime
- Environment:Interpretml Interpret Python Core Environment