MobileNetV2 and EfficientNet скачать в хорошем качестве

MobileNetV2 and EfficientNet

EfficientNet is a high performing and highly efficient model that uses MobileNetV2 blocks as it's core building block and achieves state of art performance at a very low compute budget. We take a careful look into the EfficientNet paper and into MobileNetV2 blocks to see how it does this. There are some mild changes in audio quality and volume at times as I used different recording devices. Sorry about that. Credits: I would like to thank Deepak Anand for his discussions on this topic. EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks: https://arxiv.org/abs/1905.11946 MobileNetV2: Inverted Residuals and Linear Bottlenecks: https://arxiv.org/abs/1801.04381 Chapters 0:00 Introduction 2:30 MobileNetV2 Part 1: Convolutional inefficiency 6:37 Model Scaling 10:13 Optimization Objective 15:46 Neural Architecture Search 17:27 Compound Scaling and Results 19:29 MobileNetV2 Part 2: EfficientNet Architecture Connect with me on: Twitter:   / rahuld3eora   Linkedin:   / deorarahul   Email: rahuld3eora@gmail.com