Global Certificate in AI for Business Analysts: Data Insights
-- ViewingNowThe Global Certificate in AI for Business Analysts: Data Insights course is a comprehensive program designed to meet the growing industry demand for AI-proficient business analysts. This course emphasizes the importance of data-driven decision-making and equips learners with essential skills in AI, machine learning, and data analytics.
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โข Introduction to AI & Machine Learning: Understanding the basics of AI, Machine Learning, and Deep Learning; recognizing use cases and applications in business.
โข Data Analysis for AI: Preparing and cleaning data; exploring data using statistical methods and data visualization techniques.
โข Supervised Learning: Linear regression, logistic regression, decision trees, random forests, support vector machines, and neural networks.
โข Unsupervised Learning: Clustering, dimensionality reduction, and anomaly detection techniques.
โข Natural Language Processing (NLP): Text preprocessing, sentiment analysis, topic modeling, and text classification.
โข Computer Vision: Image processing, object detection, and neural networks for image classification and segmentation.
โข Reinforcement Learning: Basics of reinforcement learning; Q-learning, deep Q-network, and policy gradients.
โข AI Ethics and Bias: Understanding ethical considerations in AI, including data privacy and security, and mitigating biases in AI models.
โข AI Strategy and Implementation: Developing an AI strategy, implementing AI solutions, and measuring the impact of AI on business performance.
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