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Understanding the Elegant Math Behind Modern Machine Learning 1:14:43

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1:14:43

Artificial intelligence is evolving at an unprecedented pace—what does that mean for the future of technology, venture capital, business, and even our understanding of ourselves? Award-winning journalist and writer Anil Ananthaswamy joins us for our latest episode to discuss his latest book Why Machines Learn: The Elegant Math Behind Modern AI . Anil helps us explore the journey and many breakthroughs that have propelled machine learning from simple perceptrons to the sophisticated algorithms shaping today’s AI revolution, powering GPT and other models. The discussion aims to demystify some of the underlying math that powers modern machine learning to help everyone grasp this technology impacting our lives, even if your last math class was in high school. Anil walks us through the power of scaling laws, the shift from training to inference optimization, and the debate among AI’s pioneers about the road to AGI—should we be concerned, or are we still missing key pieces of the puzzle? The conversation also delves into AI’s philosophical implications—could understanding how machines learn help us better understand ourselves? And what challenges remain before AI systems can truly operate with agency? If you enjoy this episode, please subscribe and leave us a review on your favorite podcast platform. Sign up for our newsletter at techsurgepodcast.com for exclusive insights and updates on upcoming TechSurge Live Summits. Links: Read Why Machines Learn, Anil’s latest book on the math behind AI https://www.amazon.com/Why-Machines-Learn-Elegant-Behind/dp/0593185749 Learn more about Anil Ananthaswamy’s work and writing https://anilananthaswamy.com/ Watch Anil Ananthaswamy’s TED Talk on AI and intelligence https://www.ted.com/speakers/anil_ananthaswamy Discover the MIT Knight Science Journalism Fellowship that shaped Anil’s AI research https://ksj.mit.edu/ Understand the Perceptron, the foundation of neural networks https://en.wikipedia.org/wiki/Perceptron Read about the Perceptron Convergence Theorem and its significance https://www.nature.com/articles/323533a0…

devpath.fm

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Building a career as a Software Engineer is hard. Whether you're trying to break into the industry, fighting with imposter syndrome, or just trying to take the next big step in your career, you'll benefit from hearing how successful engineers have triumphed and failed in their careers. Learn more: www.devpath.fm

29 episode

#Programming #Tech #Software Development #Careers #Business #Software Engineering #Technology #Jacob Herrington #Podcasting Education #Development

devpath.fm

61 subscribers

updated 5 tahun yang lalu

Beranda serial•Feed

29 episode

#Programming #Tech #Software Development #Careers #Business #Software Engineering #Technology #Jacob Herrington #Podcasting Education #Development

Tất cả các tập

1
Engineer and Instructor Tomasz Łakomy 43:52

5 years yang lalu43:52

43:52

Tomasz and I have been interacting on Twitter for some time now, so it was a lot of fun to finally speak with him. We talked about his experience getting into JavaScript and eventually becoming an authority on frontend development as well as the impact becoming a speaker has had on his career. Tomasz online: https://twitter.com/tlakomy…

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Developer Advocate Nader Dabit 48:12

5 years yang lalu48:12

48:12

Nader Dabit is a Developer Advocate working at AWS. He is also an author, blogger, and React Native expert. Nader and I talked a lot about his journey into tech and about the background we both share as technologists living in the southern United States away from the major tech hubs. Nader's internet home: https://twitter.com/dabit3…

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Software Engineering Manager Kate Taggart 49:10

5 years yang lalu49:10

49:10

Kate Taggart is an Engineering Manager at Stripe, they come from a very abstract and technical background, which was interesting for me as a self-taught developer. Kate covered their own experiences as an individual contributor and as a manager, comparing and contrasting the two for my benefit. It's probably important to note that I interviewed Kate back in August of 2019, it took me a bit longer than expected to share this one! Kate's internet home: https://twitter.com/qkate…

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Engineer and CTO Charity Majors 44:40

5 years yang lalu44:40

44:40

Charity Majors is the CTO of Honeycomb.io, and has spent a career deep in tech. We talked at length about her struggles and strategies for growth and the challenging transition from individual contributor to manager and leader. Charity is an incredibly authentic and open individual and I feel very lucky to have had the opportunity to chat with her. Charity's internet home: https://charity.wtf/…

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Developer Advocate Jason Lengstorf 51:59

5 years yang lalu51:59

51:59

Jason Lengstorf is a Developer Advocate, and at the time of this recording, he was heading up the learning team for Gatsby. During this interview, Jason and I cover his background and his experiences learning to lead. Near the end of the conversation, Jason shares his take of the differences between management and leadership. Jason's internet home: https://lengstorf.com/…

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DEV Webmaster and Founder Ben Halpern 51:01

5 years yang lalu51:01

51:01

Ben Halpern is best known for building the DEV community, centered around https://dev.to. During our conversation, we talked about his journey from marketer to developer and from developer to founder. Ben shared with me why he uses the title Webmaster and a little bit about his upbringing and unique world-view. Ben's Incredible Website: http://benhalpern.com/…

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Speaker and Software Engineer Laurie Barth 42:11

5 years yang lalu42:11

42:11

Laurie Barth is a mathematician turned Software Engineer. She is known for giving a ton of excellent talks and sharing her opinions about software development online. We got the change to talk about her start in tech, her transition from a tangential field, and her journey into speaking about her career at conferences. Laurie on Twitter: https://twitter.com/laurieontech…

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Creator of Laravel Taylor Otwell 46:09

6 years yang lalu46:09

46:09

Taylor Otwell is the creator and maintainer of Laravel, a PHP framework for modern web applications. Taylor's also a fellow Arkansan! We talked a ton about running an Open Source project and the successful career Taylor has built around the Laravel project. You can find more about Taylor on Twitter: https://twitter.com/taylorotwell…

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Lead Site Reliability Engineer Molly Struve 43:01

6 years yang lalu43:01

43:01

Molly Struve is a Lead Site Reliability Engineer, blogger, and speaker who I've been following on Twitter for quite a while. In our conversation we cover her experience transitioning into the software industry, dealing with imposter syndrome, and the struggles she has experienced growing into a leadership role. You can find more about Molly on Twitter: https://twitter.com/molly_struve…

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GoRails Creator and Consultant Chris Oliver 57:11

6 years yang lalu57:11

57:11

Chris is the creator and CEO of GoRails, a site that hosts his Ruby and Ruby on Rails screencasts. Chris is also an Open Source developer and a well-known content creator. He co-hosts the Remote Ruby podcast. In our conversation we talk about Chris' start in Open Source, the value of learning in the open, and his strategies for learning new skills. GoRails: https://gorails.com…

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Conference Speaker and Lead Engineer Jessica Kerr 48:34

6 years yang lalu48:34

48:34

Jessica is a Lead Engineer at Atomist, she is also a well-known conference speaker and writer. Jessica shared some of her strengths and taught me about thinking in systems. We also touched on some of the unique experiences Jessica has witnessed as a woman in tech. Jessica online: http://jessitron.com/…

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Pragmatic Programmers Andy Hunt and Dave Thomas 1:01:20

6 years yang lalu1:01:20

1:01:20

Andy Hunt and Dave Thomas are the authors of The Pragmatic Programmers, one of the most influential software engineering books of all time. Andy and Dave are also original members of the agile movement and have been writing code for several decades. They are programmers. Andy and Dave's internet home: https://pragprog.com/…

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Senior Software Engineer Cassidy Williams 36:40

6 years yang lalu36:40

36:40

Cassidy Williams is a Senior Software Engineer at CodePen. Before joining CodePen, Cassidy worked at a ton of different companies ranging from startups to Amazon. During the interview, we talk about her journey from beginner to senior and Cassidy shares her own strategies for growing as an engineer. Cassidy on the internet: https://twitter.com/cassidoo…

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AWS Consultant and Open Source Engineer Tung Nguyen 44:21

6 years yang lalu44:21

44:21

Tung Nguyen runs BoltOps, an AWS consultancy, and is the former VP of Engineering for Bleacher Report. Tung grew with Bleacher Report from the first hire to leading the engineering team, during our conversation we talk about that journey and about the differences now that he works independently. Tung's internet home: https://www.boltops.com/…

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Engineering VP and Mentor Justin Hennessy 37:50

6 years yang lalu37:50

37:50

Justin Hennessy is a Vice President of Engineering at Neto E-Commerce Solutions in Australia. Justin has been an engineering doer and facilitator for two decades and has developed expertise in mentoring other engineers. During this interview, Justin and I discuss his own experience as an engineer and how that experience helps him to be a more effective leader and mentor. Justin on the interwebs: https://justinhennessy.me/…

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