Who was awarded the Nobel prize in Physics in 2024 for their work in Machine Learning?

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MPPSC Assistant Prof 17th Nov 2024 General Studies Paper I
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  1. Simon Johnson and James Robinson
  2. Victor Ambrose and Gary Ruvkon
  3. John Jumper and David Baker
  4. John Hopfield and Geoffrey Hinton

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Option 4 : John Hopfield and Geoffrey Hinton
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The correct answer is John Hopfield and Geoffrey Hinton.

Key Points

  • John Hopfield and Geoffrey Hinton were awarded the Nobel Prize in Physics in 2024 for their groundbreaking contributions to the field of Machine Learning.
  • Geoffrey Hinton is renowned as the “Godfather of Deep Learning” and played a pivotal role in developing neural networks and deep learning techniques.
  • John Hopfield is best known for introducing the concept of Hopfield networks, which revolutionized the understanding of associative memory in neural networks.
  • Their work has significantly advanced the application of Machine Learning in various domains, including healthcare, autonomous systems, and artificial intelligence.
  • The award recognizes their contributions to bridging the gap between computational physics and artificial intelligence.

Additional Information

  • Machine Learning:
    • Machine Learning is a subset of artificial intelligence that involves training algorithms to learn and make predictions or decisions without explicit programming.
    • It uses statistical methods to enable machines to improve their performance over time through data-driven learning.
    • Applications include image recognition, natural language processing, and predictive analytics.
  • Neural Networks:
    • Neural Networks are computational models inspired by the human brain, consisting of layers of interconnected nodes (neurons).
    • They are a foundation for deep learning techniques, capable of solving complex problems like pattern recognition.
    • Hopfield networks, introduced by John Hopfield, are a type of recurrent neural network used for associative memory tasks.
  • Deep Learning:
    • Deep Learning is a subset of Machine Learning focused on training deep neural networks with many layers.
    • It is widely used in applications such as self-driving cars, voice assistants, and medical diagnostics.
    • Geoffrey Hinton's work on backpropagation algorithms was a key breakthrough in this field.
  • Nobel Prize in Physics:
    • The Nobel Prize in Physics is awarded annually by the Royal Swedish Academy of Sciences for outstanding contributions in the field of physics.
    • It has historically recognized breakthroughs that have transformed scientific understanding and technological innovation.
    • Recent recipients have expanded the scope of the prize to include interdisciplinary achievements, such as those in computational sciences.
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