Training BERT and ResNet on Smartphones: 35% Energy Reduction

Training BERT and ResNet on Smartphones: 35% Energy Reduction

Researchers state that they see edge training as an optimization problem, thereby discovering the optimal scheduling to achieve minimal energy consumption under a given memory budget. Currently, deep learning models are widely deployed on edge devices such as smartphones and embedded platforms for inference. Training, however, is still primarily conducted on large cloud servers equipped … Read more

Training BERT and ResNet on Smartphones: 35% Energy Reduction

Training BERT and ResNet on Smartphones: 35% Energy Reduction

This article is sourced from Machine Heart. Researchers indicate that they viewedge training as an optimization problem, thus discovering the optimal scheduling to achieve minimal energy consumption under a given memory budget. Currently, deep learning models are widely deployed for inference on edge devices such as smartphones and embedded platforms. However, training predominantly occurs on … Read more

Training BERT and ResNet on Smartphones with 35% Energy Reduction

Training BERT and ResNet on Smartphones with 35% Energy Reduction

Click the “Computer Vision Life” above and select “Star” Quickly get the latest insights This article is reproduced from Machine Heart Researchers state that they view edge training as an optimization problem, thus discovering the optimal scheduling to achieve minimal energy consumption given a memory budget. Currently, deep learning models are widely deployed for inference … Read more

Poetry Generation Based on LSTM

Poetry Generation Based on LSTM

Introduction The main content of this article is poetry generation based on LSTM, which includes an introduction to the dataset, experimental code, and results. The experiment uses a Long Short-Term Memory (LSTM) deep learning model, trained for 10 epochs. During the testing process, poetry generation results are produced at each epoch, and as the epochs … Read more

Automatically Generate Ancient Poetry Based on RNN

Automatically Generate Ancient Poetry Based on RNN

Column ❈ Author: yonggege, author of Python Chinese community column GitHub Address: https://github.com/wzyonggege ❈ 0. char-rnn There are already many introductions about RNN, LSTM, and GRU. The char-rnn is a multi-layer RNN network. This time, we will use the Tensorflow version of sherjilozair/char-rnn-tensorflow to input a large number of ancient poems and let the machine … Read more