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Master AI and Machine Learning: From Neural Networks to Applications
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Explore the fundamental concepts of algorithmic justice in this 32-minute lecture that examines how algorithms impact fairness and equity in society. Learn about the intersection of technology and justice systems, understanding how algorithmic decision-making processes can perpetuate or mitigate bias and discrimination. Discover the theoretical foundations of algorithmic accountability, examining case studies where automated systems have influenced legal, social, and economic outcomes. Analyze the ethical implications of using algorithms in critical decision-making processes such as criminal justice, hiring practices, and resource allocation. Investigate the challenges of ensuring transparency and fairness in algorithmic systems, while exploring frameworks for evaluating algorithmic bias and developing more equitable technological solutions. Gain insights into the legal and policy considerations surrounding algorithmic governance, including regulatory approaches and standards for algorithmic auditing and accountability.
Syllabus
Algorithmic Justice - Part-I
Taught by
NPTEL-NOC IITM