Unit 1 -- Artificial Intelligence and Intelligent Systems

Day 1


Introduction to AI and Intelligent Agents

Applications of AI

  • Healthcare:

    • Medical imaging analysis
    • Personalized treatment plans
    • Drug discovery
    • Virtual health assistants
    • Predictive analytics for disease diagnosis and patient outcomes.
  • Finance:

    • Fraud detection
    • Algorithmic trading
    • Credit scoring
    • Customer service chatbots
  • E-commerce:

    • Recommendation systems
    • personalized marketing campaigns
    • Chatbots for customer service

AI powers recommendation systems, personalized marketing campaigns, and chatbots for customer support. It enhances the shopping experience by understanding consumer behavior and preferences.

  • Transportation: AI is employed in autonomous vehicles for navigation, traffic management, and predictive maintenance. It optimizes route planning, reduces accidents, and enhances the efficiency of transportation networks.

  • Manufacturing: AI is used in predictive maintenance, quality control, and supply chain optimization. It enables smart factories with autonomous robots and real-time monitoring systems to improve productivity and reduce costs.

  • Customer Service: AI-driven chatbots and virtual assistants handle customer inquiries, provide support, and automate routine tasks. They offer 24/7 assistance and improve response times, leading to better customer satisfaction.

  • Education: AI-based systems personalize learning experiences, provide adaptive tutoring, and assess student performance. They analyze learning patterns and recommend customized study materials to enhance educational outcomes.

  • Cybersecurity: AI is used for threat detection, anomaly detection, and malware analysis. It identifies and mitigates security breaches in real-time, protecting sensitive data and infrastructure from cyber attacks.

  • Natural Language Processing (NLP): AI powers language translation, sentiment analysis, and text summarization. It enables virtual assistants like Siri and Alexa to understand and respond to human language accurately.

  • Entertainment: AI is employed in content recommendation algorithms for streaming platforms, personalized playlists, and video game development. It enhances user engagement by offering tailored entertainment experiences.

Search Methods and Knowledge Representation

Use cases of Artificial Intelligence

Role of Machine Learning Engineer

Machine Learning Tools and Packages

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