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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:Allenai Open instruct SFT Finetuning
- Workflow:Alibaba ROLL Knowledge Distillation Pipeline
- Workflow:Spotify Luigi Local Batch Pipeline
- Workflow:Huggingface Trl GRPO Training
- Workflow:Microsoft Autogen Swarm Agent Handoff
- Workflow:Helicone Helicone LLM Response Normalization
- Workflow:VainF Torch Pruning Vision Transformer Pruning
- Workflow:Explodinggradients Ragas Metric Prompt Optimization
- Workflow:Apache Flink Hybrid Source Switching
- Workflow:Interpretml Interpret EBM Training And Prediction
Principles
- Principle:OpenHands OpenHands Distributed State Management
- Principle:OpenGVLab InternVL Component Model Assembly
- Principle:Tensorflow Serving TFRT Inference
- Principle:Sktime Pytorch forecasting Transformer Encoder Architecture
- Principle:Sktime Pytorch forecasting Synthetic Data Generation
- Principle:MarketSquare Robotframework browser Installation Path Selection
- Principle:Tencent Ncnn Vulkan Build Configuration
- Principle:Ggml org Ggml Weight Extraction and Mapping
- Principle:NVIDIA DALI GridMask Augmentation
- Principle:Apache Druid SQL Schema Configuration
Implementations
- Implementation:Open compass VLMEvalKit JTVLChatWrapper Mini
- Implementation:Apache Hudi Docker Prerequisites Verification
- Implementation:NVIDIA DALI NVML Utilities
- Implementation:Avhz RustQuant Black Scholes Merton Pricing
- Implementation:TA Lib Ta lib python Abstract Input Preparation
- Implementation:Arize ai Phoenix OpenAI Chat Helper
- Implementation:Arize ai Phoenix Annotation DataFrame Analysis
- Implementation:Tensorflow Tfjs LayersModel Evaluate
- Implementation:Triton inference server Server L0 Sequence Stress
- Implementation:Huggingface Datasets Generator Builder
Heuristics
- Heuristic:LaurentMazare Tch rs Hidden Dimension Alignment
- Heuristic:Mbzuai oryx Awesome LLM Post training API Rate Limit Retry Strategy
- Heuristic:Anthropics Anthropic sdk python Retry Backoff Strategy
- Heuristic:Triton inference server Server Dynamic Batching Tuning
- Heuristic:Datajuicer Data juicer Checkpoint Resumption Strategy
- Heuristic:EvolvingLMMs Lab Lmms eval Truncated Image Handling
- Heuristic:Dotnet Machinelearning Text File Sampling Strategy
- Heuristic:Fede1024 Rust rdkafka Main Queue Poll Interval
- Heuristic:Fede1024 Rust rdkafka Transaction Error Recovery
- Heuristic:Deepspeedai DeepSpeed Shared Memory Sizing
Environments
- Environment:Astronomer Astronomer cosmos Cloud Provider Dependencies
- Environment:PeterL1n BackgroundMattingV2 PyTorch CUDA
- Environment:Apache Kafka Docker Build Environment
- Environment:Huggingface Alignment handbook Evaluation Tools
- Environment:OpenHands OpenHands SaaS Server Environment
- Environment:Risingwavelabs Risingwave Dashboard Node Environment
- Environment:Promptfoo Promptfoo Browser Automation
- Environment:Mlc ai Mlc llm WebGPU Browser Environment
- Environment:Intel Ipex llm NPU Environment
- Environment:Cohere ai Cohere python Python SDK Runtime