L4: Call for sanity in artificial intelligence | efficient deep learning | interpretability

Welcome to Lecture 4 of the course "Deep Learning" by Prof. Mitesh M.Khapra Full Course: https://study.iitm.ac.in/ds/course_pages/BSCS3004.html Video Overview This lecture explores the remarkable progress of deep learning while addressing the critical challenges that have emerged alongside its growth. We discuss the importance of interpretability and explainability in deep learning models and the need for fairness and responsibility in the development of AI systems. The session covers the environmental impact of large-scale AI models and highlights the movement towards green AI for sustainable development. We also examine biases present in AI systems and the ethical considerations necessary for building trustworthy technology. Finally, the lecture showcases how AI is driving breakthroughs in scientific research, including protein folding and astronomy, and emphasizes the significance of developing efficient models that can operate on mobile and edge devices. About IIT Madras' online Bachelor of Science programme IIT Madras offers four-year BS programmes that aim to provide quality education to all, irrespective of age, educational background, or location. The BS programme has multiple levels, which provide flexibility to students to exit at any of these levels. Depending on the courses completed and credits earned, the learner can receive a Foundation Certificate from IITM CODE (Centre for Outreach and Digital Education), Diploma(s) from IIT Madras, or BSc/BS Degrees from IIT Madras. For more details, Visit: https://www.iitm.ac.in/academics/study-at-iitm/non-campus-bs-programmes #DeepLearning #AI #Interpretability #Fairness #ResponsibleAI #GreenAI #MachineLearning #EdgeComputing #ScientificResearch #ModelBias #Ethics #ArtificialIntelligence #ExplainableAI #Sustainability #MobileAI #ProteinFolding #Astronomy #Algorithms #NeuralNetworks #ModelInterpretability #AIethics #Bias #AlgorithmFairness #DataScience #ML #AIForGood #TrustworthyAI #EthicalAI #AIEthicsMatters #ClimateAI #HumanCenteredAI #FutureOfAI