posted by user: freddyg || 3151 views || tracked by 9 users: [display]

MDPI mathematics 2021 : MDPI mathematics - Special Issue on Computational Optimizations for Machine Learning - Submission deadline extended to November 30, 2021


When N/A
Where N/A
Submission Deadline Nov 30, 2021
Categories    machine learning   deep neural network   machine learning optimizations   deep compression

Call For Papers

Dear Colleagues,

In the recent decade, machine learning has emerged as an indispensable tool for incredible number of applications such as computer vision, medicine, fintech, autonomous systems, speech recognition, traffic management, social media, and many others. Machine learning models provide state-of-the-art and robust accuracy in various applications. The increasing deployment of machine learning algorithms introduces major computational challenges due to the explosive growth in model size and complexity. These challenges have been further emphasized due to the diverse hosting platforms from edge devices and cloud systems to high-performance computing. Given that each platform introduces different computational and cost constraints, the need for computational optimizations that are fine-tuned to the application and platform is crucial. This Special Issue looks for novel developments of computational optimizations for algorithms in the domain of machine learning algorithms such as:

Supervised, unsupervised, reinforcement, and hybrid machine learning classes.
Various types of machine learning algorithms: deep neural networks, convolutional neural networks, GANs, decision trees, linear regression, SVM, K-means clustering, Q-learning, temporal difference, deep adversarial networks, etc.
Application-specific machine learning models.
Machine learning optimization methods such as pruning, deep compression, and others.
Prof. Dr. Freddy Gabbay
Guest Editor

Related Resources

MDPI mathematics 2022   From Edge Devices to Cloud Computing and Datacenters: Emerging Machine Learning Applications, Algorithms, and Optimizations
ICML 2022   39th International Conference on Machine Learning
MDPI computers 2022   MDPI computers Special Issue on GPU based Applications in Machine Learning - Open for submission
IJCNN 2023   International Joint Conference on Neural Networks
IEEE COINS 2022   IEEE COINS 2022: Hybrid (3 days on-site | 2 days virtual)
JCRAI 2022-Ei Compendex & Scopus 2022   2022 International Joint Conference on Robotics and Artificial Intelligence (JCRAI 2022)
ICMAI--SCI, Ei Compendex, Scopus 2022   2022 7th International Conference on Mathematics and Artificial Intelligence (ICMAI 2022)--SCI, Ei Compendex, Scopus
MLDM 2022   18th International Conference on Machine Learning and Data Mining
FIEE 2022   MDPI Education Sciences Journal - Future Intelligent Educational Environments: Innovations, Challenges and Applications -- Scopus 2022
ASI_SI_Evo_WirelessNetInfo 2022   Special Issue on Evolution of Wireless Networks and Information Processing, Applied System Innovation journal, MDPI