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PODCAST

Chris"s AI Deep Dive

Simplifying AI, Economics, and Business. Machine Learning and Data Science at a 5th Grade Level. {MVP}

technology

All Episodes

00:13:43

Data Science 101: Regression Discontinuity and...

Chris"s AI Deep Dive ·

2024/09/17

What's that name for that crazy mathematical theory where a drop of water on Laura Dern's hand causes genetically engineered dinosaurs in Costa Rica to go on a killing rampage? In this episode, we’re talking about a final tool in the data scientist’s toolkit—a tool so mystical, every recent PhD attempts to apply it to show off how well rounded they are, but few can actually convince a VP with an MBA that it is not sorcery.

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00:08:34

Data Science 101: Panel Data, Fixed Effects, and Back...

Chris"s AI Deep Dive ·

2024/09/17

Panel Data is basically like having a time machine for statistics, but minus the DeLorean.

en

00:08:29

Data Science 101: Causal Inference and Matching

Chris"s AI Deep Dive ·

2024/09/17

Did you know cigar smokers have a higher mortality rate than cigarette smokers? And people driving a Subaru WRX with tinted windows have a 100% chance of vaping? It’s science. In this podcast, we tackle the issues confounding causal inference and offer a simple solution: matching. It’s my go-to tool because we can crank out quick and dirty directional results in 24 hours and hand them to the CEO—without spending weeks writing a Master’s thesis. Because let’s face it, nobody has time for that.

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00:11:28

Data Science 101: Difference in Differences

Chris"s AI Deep Dive ·

2024/09/17

I went to Jack-in-the-Box after the latest minimum wage hike, and let me tell you, the franchise fast food business model is falling apart. It took over 20 minutes to get my Jumbo Jack® Cheeseburger because they had one poor employee running both the drive-thru and the counter. Multitasking, sure, but not in a good way. This podcast dives into a data science technique called Difference in Differences—because apparently, solving wage issues with stats is faster than getting your burger these days

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00:11:34

Data Science 101: Synthetic Control Demystified

Chris"s AI Deep Dive ·

2024/09/17

Your eyes aren’t playing tricks on you. One of these men is the Rock, the actor. The other? A wax version of the Rock, aka a “Synthetic Control,” crafted to look like… well, the first guy. Personally, I prefer the real Rock—especially in that disaster movie where California plunges into the ocean thanks to a massive earthquake—but I digress. This podcast dives into an equally obscure data science technique, “synthetic control,” that helps prove causality when a clean A/B test isn’t possible.

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00:07:10

Andrej Karpathy's PhD Dissertation

Chris"s AI Deep Dive ·

2024/09/17

Who would have thought Andrej Karpathy, the mastermind behind Tesla’s “it’s not advanced cruise control, it’s autopilot,” wrote his PhD dissertation on Barack Obama? Check out the podcast to learn more. #Tesla https://cs.stanford.edu/people/karpathy/main.pdf

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00:09:30

Data Science 101: Instrumental Variables Demystified

Chris"s AI Deep Dive ·

2024/09/17

Instrumental variables are a fancy technique data scientists use to prove causality—I think I spend about 50% of my time in meetings reminding executives "correlation isn't causation" (I'm VERY popular). But let’s be real, you’ve got about as much chance of finding a naturally occurring “instrumental variable” as you do of spotting Bigfoot. That’s why A/B testing is so powerful—it’s like buying a Bigfoot costume off Amazon and terrifying hikers, but with stats!

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00:10:24

MrBeast Internal Playbook (Leaked)

Chris"s AI Deep Dive ·

2024/09/17

MrBeast has racked up over 300M subscribers on Youtube and is known for pushing the boundaries on innovation, as well as kids' waistlines with his overly fatty "Feastables" chocolate bars. Today, we deep dive into his recently leaked internal document, a top-secret recipe for going viral that’s spicier than the time he gave away an island. Who would have thought he was obsessed with analytics?

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00:06:31

My PhD Dissertation

Chris"s AI Deep Dive ·

2024/09/17

Let's talk about my favorite topic: myself, in the third person https://www.proquest.com/docview/1237283080

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00:11:17

Waymo CEO's PhD Dissertation

Chris"s AI Deep Dive ·

2024/09/17

Dmitri A. Dolgov is the CEO of Waymo. This podcast explains his PhD dissertation from 2006 (Computer Science Department, University of Michigan). https://ai.stanford.edu/~ddolgov/dolgov06phd.html

en

130 results

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