Deep Learning

5 items tagged with "deep-learning"

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Comparisons1

PyTorch vs TensorFlow

PyTorch and TensorFlow are the two dominant deep-learning frameworks. PyTorch leads in research and flexibility; TensorFlow has strong production and deployment tooling.

Benchmarks3

Benchmark

ImageNet (ILSVRC Classification)

The foundational large-scale image classification benchmark covering 1,000 object categories, long used to track progress in computer vision and pretraining.

Benchmark

COCO (Object Detection and Segmentation)

A large-scale benchmark for object detection, instance segmentation, and keypoints in complex everyday scenes, evaluated with mean average precision across IoU thresholds.

Benchmark

LibriSpeech (ASR Word Error Rate)

A widely used benchmark for automatic speech recognition built from read English audiobooks, measured primarily by word error rate on clean and noisy splits.

FAQs1

FAQ

What is a transformer architecture?

The transformer is a neural network architecture, introduced in 2017, that processes sequences using a self-attention mechanism instead of recurrence....