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1、Key budget amendments 2025|Towards sustainable growth and prosperity1PwCThe transformative power of GenAI in healthcareJanuary 2026The transformative power of GenAI in healthcare2PwCThe transformative power of GenAI in healthcare3PwC01 An overview 0402 Opportunities in the Indian healthcare system 0

2、603 Building a holistic GenAI ecosystem 2604 Regulatory frameworks around GenAI 3205 Navigating risks while deploying GenAI 3406 Way forward:Developing a winning ecosystem in India 40Table of contentsAn overviewGenAI is a subset of AI that specialises in creating novel human-like outputs.It prioriti

3、ses advanced learning approaches and versatility,blurring the lines between human and machine-generated content.01Evolution of generative artificial intelligence(GenAI)Capabilities Search,analysis,prediction Automated summarisation andaugmentation Conversation Mathematical reasoning Chain-of-thought

4、 capabilitiesBenefits Knowledge management Productivity and efficiency gains Accelerated innovation Accessibility andpersonalisationof care Data-driven decision makingKey challenges Ascertaining the rationalebehind the systemshallucinations Ethical responsibilities andregulatory requirements Concern

5、s about privacy andsurveillanceEarly concepts:The Perceptron,developed by Frank Rosenblatt in 1957,was one of the first neural network models capable of learning from data.119431957Modern neural network:The backpropagation algorithm was popularised,enabling multi-layer networks to learn complex patt

6、erns.Neocognitron is an early version of convolutional neural networks(CNNs).1980sDeep learning revolution:The introduction of AlexNet demonstrated that deep CNNs could outperform traditional methods in image classification tasks.32012Restricted Boltzmann Machine(RBM):RBMs started being used to dete