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Machine learning detects threats by constantly monitoring the behavior of the network for anomalies. Machine learning engines process massive amounts of data in near real time to discover critical incidents. These techniques allow for the detection of insider threats, unknown malware, and policy violations.

Conferences:

NeurIPS (Conference on Neural Information Processing Systems): NeurIPS is one of the largest and most prestigious machine learning conferences. It covers a wide range of topics in neural networks and deep learning.
ICML (International Conference on Machine Learning): ICML is a leading machine learning conference that features research from both academia and industry. It covers various aspects of machine learning and its applications.
CVPR (Conference on Computer Vision and Pattern Recognition): While primarily focused on computer vision, CVPR includes significant machine learning components and is an essential conference for researchers in these areas.
ACL (Association for Computational Linguistics): ACL focuses on natural language processing (NLP) and computational linguistics, areas that heavily intersect with machine learning.
KDD (Knowledge Discovery and Data Mining): KDD is a conference that emphasizes data mining and knowledge discovery, including machine learning techniques for data analysis.
AISTATS (International Conference on Artificial Intelligence and Statistics): AISTATS is dedicated to statistical approaches in artificial intelligence and machine learning.
UAI (Conference on Uncertainty in Artificial Intelligence): UAI is focused on research at the intersection of machine learning and probabilistic reasoning.
Journals:

Journal of Machine Learning Research (JMLR): JMLR is an open-access journal that publishes high-quality research papers in machine learning.
Machine Learning Journal: This journal covers a wide range of machine learning topics and is a respected publication in the field.
IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI): PAMI focuses on the areas of computer vision, image processing, and machine learning.
Journal of Artificial Intelligence Research (JAIR): JAIR publishes a broad range of research in artificial intelligence, including machine learning.
Neural Networks: This journal is dedicated to neural network research and includes topics related to deep learning and artificial neural networks.
Pattern Recognition Letters: A journal that covers pattern recognition and machine learning, with applications in various fields.
Nature Machine Intelligence: This journal focuses on AI and machine learning research and covers a wide range of interdisciplinary topics.