Artwork
iconShare
 
Manage episode 449288178 series 3613634
Content provided by Amit Prakash & Dheeraj Pandey, Dheeraj Pandey, and Amit Prakash. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by Amit Prakash & Dheeraj Pandey, Dheeraj Pandey, and Amit Prakash or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://staging.podcastplayer.com/legal.

In Part 1 of Episode 6, Amit Prakash and Dheeraj Pandey dive into the intriguing evolution of artificial intelligence, mapping its progress over the decades. This episode takes listeners through the origins of AI in the 1950s, where concepts initially stemmed from biological brain studies, to the major breakthroughs in computer science that have shaped AI development. Through analogies and real-world examples, they explore foundational ideas like neural networks, convergence, and the challenges of context and memory in recursive neural networks. They also delve into the impact of advancements in microprocessors, from Intel's complex instruction sets to NVIDIA's GPU innovations, explaining how these technologies enabled the computational leaps necessary for AI's growth.

Join Amit and Dheeraj for this first segment on AI history as they lay down the complex, layered journey that has led to the AI advancements we see today.
Key Topics & Chapter Markers:

  • AI's Evolutionary Journey & Key Challenges [00:00:00]
  • Neural Networks: Inspiration from Biology [00:01:00]
  • Weighted Sum, Inputs & Mathematical Functions [00:05:00]
  • Gradient Descent & Optimization in Neural Nets [00:10:15]
  • Computing Architecture: CPUs vs. GPUs [00:39:56]
  • RNNs and Early Problems in Memory & Context [01:03:00]
  • The Emergence of Convolutional Neural Networks (CNNs) [01:10:00]
  • ImageNet, GPUs & Scaling Neural Networks [01:24:00]

Share Your Thoughts: Have questions or comments? Drop us a mail at [email protected]

  continue reading

21 episodes