The effect of choosing optimizer algorithms to improve computer vision tasks: a comparative study
CC BY
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| Định dạng: | Sách |
| Ngôn ngữ: | English |
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Springer
2023
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| Truy cập trực tuyến: | https://link.springer.com/article/10.1007/s11042-022-13820-0 https://dlib.phenikaa-uni.edu.vn/handle/PNK/8324 |
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oai:localhost:PNK-83242023-04-26T03:54:25Z The effect of choosing optimizer algorithms to improve computer vision tasks: a comparative study Esraa, Hassan Mahmoud Y., Shams Noha A., Hikal SGD Optimization algorithms CC BY Optimization algorithms are used to improve model accuracy. The optimization process undergoes multiple cycles until convergence. A variety of optimization strategies have been developed to overcome the obstacles involved in the learning process. Some of these strategies have been considered in this study to learn more about their complexities. It is crucial to analyse and summarise optimization techniques methodically from a machine learning standpoint since this can provide direction for future work in both machine learning and optimization. The approaches under consideration include the Stochastic Gradient Descent (SGD), Stochastic Optimization Descent with Momentum, Rung Kutta, Adaptive Learning Rate, Root Mean Square Propagation, Adaptive Moment Estimation, Deep Ensembles, Feedback Alignment, Direct Feedback Alignment, Adfactor, AMSGrad, and Gravity. prove the ability of each optimizer applied to machine learning models 2023-04-26T03:54:25Z 2023-04-26T03:54:25Z 2023 Book https://link.springer.com/article/10.1007/s11042-022-13820-0 https://dlib.phenikaa-uni.edu.vn/handle/PNK/8324 en application/pdf Springer |
| institution |
Digital Phenikaa |
| collection |
Digital Phenikaa |
| language |
English |
| topic |
SGD Optimization algorithms |
| spellingShingle |
SGD Optimization algorithms Esraa, Hassan Mahmoud Y., Shams Noha A., Hikal The effect of choosing optimizer algorithms to improve computer vision tasks: a comparative study |
| description |
CC BY |
| format |
Book |
| author |
Esraa, Hassan Mahmoud Y., Shams Noha A., Hikal |
| author_facet |
Esraa, Hassan Mahmoud Y., Shams Noha A., Hikal |
| author_sort |
Esraa, Hassan |
| title |
The effect of choosing optimizer algorithms to improve computer vision tasks: a comparative study |
| title_short |
The effect of choosing optimizer algorithms to improve computer vision tasks: a comparative study |
| title_full |
The effect of choosing optimizer algorithms to improve computer vision tasks: a comparative study |
| title_fullStr |
The effect of choosing optimizer algorithms to improve computer vision tasks: a comparative study |
| title_full_unstemmed |
The effect of choosing optimizer algorithms to improve computer vision tasks: a comparative study |
| title_sort |
effect of choosing optimizer algorithms to improve computer vision tasks: a comparative study |
| publisher |
Springer |
| publishDate |
2023 |
| url |
https://link.springer.com/article/10.1007/s11042-022-13820-0 https://dlib.phenikaa-uni.edu.vn/handle/PNK/8324 |
| _version_ |
1764268034239758336 |
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8.887836 |