Certificate in Machine Learning for Security Research
-- ViewingNowThe Certificate in Machine Learning for Security Research is a comprehensive course that equips learners with essential skills in machine learning and data analysis, specifically tailored for the security industry. This program is crucial in today's digital age, where the demand for professionals who can leverage machine learning to enhance cybersecurity measures is at an all-time high.
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⢠Introduction to Machine Learning: Principles and applications of machine learning, supervised and unsupervised learning, performance metrics.
⢠Data Preprocessing: Data cleaning, feature selection, data normalization, dimensionality reduction.
⢠Classification Algorithms: Logistic regression, decision trees, random forests, support vector machines.
⢠Clustering Techniques: K-means, hierarchical clustering, DBSCAN, density-based methods.
⢠Neural Networks: Perceptrons, multilayer perceptrons, backpropagation, deep learning.
⢠Anomaly Detection: Statistical methods, density-based methods, clustering-based methods, reconstruction-based methods.
⢠Machine Learning for Security: Cybersecurity applications, network intrusion detection, malware analysis, spam filtering.
⢠Ethics and Bias in Machine Learning: Responsible AI, ethical considerations, mitigating bias.
⢠Machine Learning Tools and Libraries: Scikit-learn, TensorFlow, Keras, PyTorch.
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