• AI's Impact on Healthcare and Demystifying AI Terms with Neha Goel

  • 2024/08/12
  • 再生時間: 54 分
  • ポッドキャスト

AI's Impact on Healthcare and Demystifying AI Terms with Neha Goel

  • サマリー

  • In this episode, Neha Goel, a Sr. AI engineer at Microsoft, founder of N23 Studio, and Chair of Women in AI Leadership Program at AI 2030, discusses her work in the field of AI and its impact on healthcare.

    She explains the concepts of deep learning, machine learning, and neural networks, highlighting their interconnectedness. Neha also introduces the concept of Retrieval Augmented Generation (RAG) and its use in generating relevant information using large language models and external knowledge.

    She shares her personal career journey, including battling gender bias in the tech industry.

    Takeaways

    • AI has a significant impact on the healthcare field, improving patient care, reducing administrative work for doctors, and enhancing customer support.
    • Deep learning, machine learning, and neural networks are interconnected concepts in AI, with deep learning involving the use of neural networks to make machines learn.
    • Retrieval Augmented Generation (RAG) combines large language models with external knowledge to generate relevant information and avoid hallucinations.
    • Opportunities for AI exist in smaller use cases, such as content generation and productivity improvement.
    • Start small and focus on specific use cases when exploring AI tools.
    • N23 Studio provides a platform for individuals to share their AI learning journeys.
    • The Women in AI community offers authentic connections and support for women in the field.
    • The Impact of AI on Healthcare
    • Overcoming Gender Bias: Neha Goel's Inspiring Career Journey The Importance of Real-World Application in Machine Learning
    • Authentic Connections and Support: The Women in AI Community

    Chapters

    • 00:00 Introduction and Background
    • 01:50 Neha Goel's Work at Microsoft
    • 03:37 The Impact of AI in Healthcare06:34Exciting Emerging Trends in AI
    • 09:43 Demystifying AI Terms: Deep Learning, Machine Learning, and Neural Networks
    • 15:51 Understanding Retrieval Augmented Generation (RAG)
    • 19:48 Overcoming Challenges: Neha Goel's Career Journey in Tech
    • 26:57 From Coding to Founding: Neha's Journey
    • 37:16 N23 Studio: A Place to Share Learning Journeys in AI
    • 39:57 Assessing AI Risks and Opportunities
    • 43:37 Making AI Accessible to Everyone
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あらすじ・解説

In this episode, Neha Goel, a Sr. AI engineer at Microsoft, founder of N23 Studio, and Chair of Women in AI Leadership Program at AI 2030, discusses her work in the field of AI and its impact on healthcare.

She explains the concepts of deep learning, machine learning, and neural networks, highlighting their interconnectedness. Neha also introduces the concept of Retrieval Augmented Generation (RAG) and its use in generating relevant information using large language models and external knowledge.

She shares her personal career journey, including battling gender bias in the tech industry.

Takeaways

  • AI has a significant impact on the healthcare field, improving patient care, reducing administrative work for doctors, and enhancing customer support.
  • Deep learning, machine learning, and neural networks are interconnected concepts in AI, with deep learning involving the use of neural networks to make machines learn.
  • Retrieval Augmented Generation (RAG) combines large language models with external knowledge to generate relevant information and avoid hallucinations.
  • Opportunities for AI exist in smaller use cases, such as content generation and productivity improvement.
  • Start small and focus on specific use cases when exploring AI tools.
  • N23 Studio provides a platform for individuals to share their AI learning journeys.
  • The Women in AI community offers authentic connections and support for women in the field.
  • The Impact of AI on Healthcare
  • Overcoming Gender Bias: Neha Goel's Inspiring Career Journey The Importance of Real-World Application in Machine Learning
  • Authentic Connections and Support: The Women in AI Community

Chapters

  • 00:00 Introduction and Background
  • 01:50 Neha Goel's Work at Microsoft
  • 03:37 The Impact of AI in Healthcare06:34Exciting Emerging Trends in AI
  • 09:43 Demystifying AI Terms: Deep Learning, Machine Learning, and Neural Networks
  • 15:51 Understanding Retrieval Augmented Generation (RAG)
  • 19:48 Overcoming Challenges: Neha Goel's Career Journey in Tech
  • 26:57 From Coding to Founding: Neha's Journey
  • 37:16 N23 Studio: A Place to Share Learning Journeys in AI
  • 39:57 Assessing AI Risks and Opportunities
  • 43:37 Making AI Accessible to Everyone

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