a16z Podcast: Revenge of the Algorithms (Over Data)... Go! No?
a16z Podcast23 Okt 2017

a16z Podcast: Revenge of the Algorithms (Over Data)... Go! No?

with Frank Chen, Steven Sinofsky, and Sonal Chokshi

There are many reasons why we’re in an “A.I. spring” after multiple “A.I. winters” — but how then do we tease apart what’s real vs. what’s hype when it comes to the (legitimate!) excitement about artificial intelligence and machine learning? Especially when it comes to the latest results of computers beating games, which not only captures our imaginations but has always played a critical role in advancing machine intelligence (whether it’s AI winning Texas Hold’em poker or beating the world human champ in the ancient Chinese game of Go).

But on learning that Google DeepMind’s AlphaGo can master the game of Go without human knowledge — or more precisely: “based solely on reinforcement learning, without human data, guidance, or domain knowledge beyond game rules” — some people leap too far towards claims of artificial generalized intelligence. So where can we then generalize the findings of such work — unsupervised learning, self-play, etc. — to other specific domains? What does it mean for entrepreneurs building companies (and what investors look for)? And what does it mean for how we, as humans, learn… or rather, how computers can also learn from how we learn?

Deal and research operating team head Frank Chen and a16z board partner Steven Sinofsky ponder all this and more, in conversation with Sonal Chokshi, in this episode of the a16z Podcast. We ended last time with the triumph of data over algorithms and begin this time with the triumph of algorithms over data … is this the end of big data?

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Mining the Data for Cobalt

Mining the Data for Cobalt

In this episode from July 2019, Kurt House, CEO and co-founder of Kobold Metals, John Thompson, professor of earth and geosciences at Cornell; and Connie Chan, a16z general partner for consumer, talk with editorial partner Hanne Winarsky about the way technology is transforming how we find cobalt, and the mining industry as a whole, as well as the science behind why cobalt is so critical for batteries, the data and knowledge behind mining today vs the past, and more.

29 Juni 202233min

Applying AI in B2B

Applying AI in B2B

In this episode from October 2019, People.AI founder and CEO Oleg Rogynskyy and a16z partner Peter Lauten discuss with Das Rush about what the rise of AI in B2B means for enterprises, workers, and startups. They explain why AI provides a strong first mover advantage to enterprises that adopt it early; how it can automate lower level tasks, maximize our focus, and, ultimately, make our work more meaningful; and for startups, they provide a playbook for seizing the next AI opportunity.To learn more about the latest in AI, ML, data, and how enterprise are working with these technologies, go to future.com/data.

23 Juni 202224min

More from Less: The Environment, Capitalism, and Technology

More from Less: The Environment, Capitalism, and Technology

In this episode from October 2019, a16z co-founder Marc Andreessen and former a16z podcast showrunner Sonal Choksi bring on MIT economist and bestselling author Andrew McAfee to discuss why the lessons of human growth in times past, from the Industrial Revolution onwards, might not apply to our future. It used to be that the only way for humanity to grow — and progress — was through destroying the environment. But is this interplay between human growth vs. environment really a zero-sum game? Even if it were true in history, is it true today? If capitalism is not responsible for environmental degradation, than who or what is? And where does (and doesn’t) technology come in?The conversation is based on McAfee’s 2019 book More from Less: The Surprising Story of How We Learned to Prosper Using Fewer Resources -- and What Happens Next,  ranging broadly across many areas of growth, from the future of energy and agriculture to the role of capitalism and technology today and tomorrow, from dematerialization  to Tesla, Buckminster Fuller, and more.

15 Juni 202247min

Blockchains, crypto, & web3: Connections, models, more

Blockchains, crypto, & web3: Connections, models, more

Blockchain, crypto, web3 – these terms get thrown around a lot and sometimes interchangeably, but what are the actual connections between them? And what are some mental models and analogies for thinking about this blossoming area of computer science?To dig in on these topics and more, we have another crossover episode this week, part of our occasional series where we share curated episodes from other shows that we think you’ll enjoy.This time, we’re featuring one of the first episodes from "web3 with a16z", a new show which just launched last week. Hosted by Sonal Choksi and featuring the team at a16z crypto as well as leading scientists and makers in the space, this show is about the next generation of the internet, how builders and users now have the ability to "own" pieces of the internet, unlocking a new wave of creativity and entrepreneurship. This episode features a16z crypto general partners Chris Dixon and Ali Yahya, and Tim Roughgarden, head of research at a16z crypto, in conversation with Sonal Choksi.

8 Juni 202237min

Crypto, an Oral Essay

Crypto, an Oral Essay

In this special “innovation overview” episode from April 2021, the a16z crypto team and other experts take you from the ground up of crypto and web3 — from the basics, to more recent developments, and beyond – through the lens of an oral essay with brief segments on what crypto is, how it really works, and where it’s going.We chose this particular archive episode this week in honor of a new show that just launched: web3 with a16z. Hosted by Sonal Choksi, the previous showrunner of the a16z podcast network and longtime host of this show, and featuring the team at a16z crypto as well as leading scientists and makers in the space, this show is about the next generation of the internet, how builders and users now have the ability to "own" (web3) pieces of the internet, unlocking a new wave of creativity and entrepreneurship. The first two episodes are out this week, so check out and subscribe to “web3 with a16z” wherever you get your podcasts.

2 Juni 202239min

Stories of Startup Survival Mode

Stories of Startup Survival Mode

In this episode from February 2017, a16z co-founder Ben Horowitz and Jason Rosenthal, former Lytro CEO (now Vice President, Subscription Services, at Google) share stories and lessons learned from doing whatever they could to help their companies survive in hard times, including making and living through major pivots, selling new products before they were ready, figuring out financing with market and industry headwinds against them, and more. From their days together at LoudCloud to Jason’s experience at Lytro, and beyond, a common theme emerges: a CEO’s job is lonely in these moments and the hardest thing about a big pivot or change might be in finding the courage to make the decision in the first place.

26 Maj 202233min

Innovating While Scaling: Lessons from Amazon

Innovating While Scaling: Lessons from Amazon

In this episode from February 2021, early Amazon execs Colin Bryar and Bill Carr -- in conversation with a16z's Sonal Chokshi -- go beyond the well-known artifacts of Amazon innovation, like the memo and the press release, and share the leadership principles, decision making practices, and operational processes that helped Amazon continue to innovate, invent new products and learn from its mistakes, as it scaled. It’s all based on their book, Working Backwards: Insights, Stories, and Secrets from Inside Amazon, drawing from the 27 years combined experience of being in the room where it happened at Amazon.

18 Maj 20221h 4min

When Gross Margins Matter

When Gross Margins Matter

Gross margins–which are essentially a company’s revenue from products and services minus the costs to deliver those products and services to customers–are one of the most important financial metrics for any startup and growing business. And yet, figuring out what goes into the “cost” for delivering products and services is not as simple as it may sound, particularly for high-growth software businesses that might use emerging business models or be leveraging new technology. In this episode from June 2020, a16z general partners Martin Casado, David George, and Sarah Wang talk all things gross margins, from early to late stage. Why do gross margins matter? When do they matter during a company’s growth? And how do you use them to plan for the future? The conversation ranges from the nuances of and strategy for calculating margins with things like cloud costs, freemium users, or implementation costs, to the impact margins can have on valuations.

11 Maj 202236min

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