Скачать или смотреть Intro to AI - W5/9 Tanjung Lesung President University

Detail : The source provides a comprehensive overview of Deep Learning (DL), emphasizing its capabilities in handling complex, high-dimensional data across various modalities like images, audio, and text. A major advantage highlighted is DL’s ability to perform automatic feature learning, which reduces the need for manual engineering by learning hierarchical representations from simple patterns to abstract concepts. The document details specific modal strengths using models like CNNs, ViTs, and Transformers for applications in vision, speech, and language, noting that performance often scales predictably with increased data and compute. Finally, the text enumerates numerous real-world applications of deep learning across sectors such as healthcare, finance, transportation, and retail while also briefly listing crucial cautions concerning data drift, fairness, privacy, and the importance of a human-in-the-loop for high-stakes domains.

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