Roger & DJ — The Rise of Big Data and CA's COVID-19 Response

Roger & DJ — The Rise of Big Data and CA's COVID-19 Response

Roger and DJ share some of the history behind data science as we know it today, and reflect on their experiences working on California's COVID-19 response.

---


Roger Magoulas is Senior Director of Data Strategy at Astronomer, where he works on data infrastructure, analytics, and community development. Previously, he was VP of Research at O'Reilly and co-chair of O'Reilly's Strata Data and AI Conference.


DJ Patil is a board member and former CTO of Devoted Health, a healthcare company for seniors. He was also Chief Data Scientist under the Obama administration and the Head of Data Science at LinkedIn.


Roger and DJ recently volunteered for the California COVID-19 response, and worked with data to understand case counts, bed capacities and the impact of intervention.


Connect with Roger and DJ:

📍 Roger's Twitter: https://twitter.com/rogerm

📍 DJ's Twitter: https://twitter.com/dpatil


---


🌟 Transcript: http://wandb.me/gd-roger-and-dj 🌟


⏳ Timestamps:

0:00 Sneak peek, intro

1:03 Coining the terms "big data" and "data scientist"

7:12 The rise of data science teams

15:28 Big Data, Hadoop, and Spark

23:10 The importance of using the right tools

29:20 BLUF: Bottom Line Up Front

34:44 California's COVID response

41:21 The human aspects of responding to COVID

48:33 Reflecting on the impact of COVID interventions

57:06 Advice on doing meaningful data science work

1:04:18 Outro


🍀 Links:

1. "MapReduce: Simplified Data Processing on Large Clusters" (Dean and Ghemawat, 2004): https://research.google/pubs/pub62/

2. "Big Data: Technologies and Techniques for Large-Scale Data" (Magoulas and Lorica, 2009): https://academics.uccs.edu/~ooluwada/courses/datamining/ExtraReading/BigData

3. The O'RLY book covers: https://www.businessinsider.com/these-hilarious-memes-perfectly-capture-what-its-like-to-work-in-tech-2016-4

4. "The Premonition" (Lewis, 2021): https://www.npr.org/2021/05/03/991570372/michael-lewis-the-premonition-is-a-sweeping-indictment-of-the-cdc

5. Why California's beaches are glowing with bioluminescence: https://www.youtube.com/watch?v=AVYSr19ReOs

6.

7. Sturgis Motorcyle Rally: https://en.wikipedia.org/wiki/Sturgis_Motorcycle_Rally


---


Get our podcast on these platforms:

👉 Apple Podcasts: http://wandb.me/apple-podcasts​​

👉 Spotify: http://wandb.me/spotify​

👉 Google Podcasts: http://wandb.me/google-podcasts​​

👉 YouTube: http://wandb.me/youtube​​

👉 Soundcloud: http://wandb.me/soundcloud​


Join our community of ML practitioners where we host AMAs, share interesting projects and meet other people working in Deep Learning:

http://wandb.me/slack​​


Check out Fully Connected, which features curated machine learning reports by researchers exploring deep learning techniques, Kagglers showcasing winning models, industry leaders sharing best practices, and more:

https://wandb.ai/fully-connected

Det här avsnittet är hämtat från ett öppet RSS-flöde och publiceras inte av Podme. Det kan innehålla reklam.

Avsnitt(136)

Uber, Nissan, and Mercedes Chose This Self-Driving Startup | Alex Kendall, Wayve

Uber, Nissan, and Mercedes Chose This Self-Driving Startup | Alex Kendall, Wayve

"Every vehicle is capable of driverless operation. That's clearly the steady state of where we're going."Wayve started in a rented house in Cambridge with $1.5M, a car in the garage, and an aim to int...

15 Apr 45min

Why Netflix, Uber, and Spotify Never Lag: The Database Nobody Talks About | Aaron Katz

Why Netflix, Uber, and Spotify Never Lag: The Database Nobody Talks About | Aaron Katz

"Companies designing for agents, not humans, are going to get a lot of lift."ClickHouse started as an internal tool at Yandex. Today it's the database Anthropic, OpenAI, Meta and Tesla all run on.In t...

31 Mars 43min

The $64M Bet on an AI That Has to Be Right | Carina Hong, CEO of Axiom

The $64M Bet on an AI That Has to Be Right | Carina Hong, CEO of Axiom

Formal verification already consumes years of human effort.In this episode, Lukas Biewald talks with Carina Hong, Founder & CEO of Axiom, about why verification is becoming the real bottleneck in high...

5 Feb 50min

What a $42B Software Co. Really Spends on AI Tools

What a $42B Software Co. Really Spends on AI Tools

“I don't worry about being replaced by AI. I worry about being replaced by someone who's really good at using AI.”Atlassian has 10,000+ engineers currently split-testing the world’s top AI coding tool...

20 Jan 1h 7min

Inside the $41B AI Cloud Challenging Big Tech | CoreWeave SVP

Inside the $41B AI Cloud Challenging Big Tech | CoreWeave SVP

The future of AI training is shaped by one constraint: keeping GPUs fed.In this episode, Lukas Biewald talks with CoreWeave SVP Corey Sanders about why general-purpose clouds start to break down under...

6 Jan 53min

Why Physical AI Needed a Completely New Data Stack

Why Physical AI Needed a Completely New Data Stack

The future of AI is physical. In this episode, Lukas Biewald talks to Nikolaus West, CEO of Rerun, about why the breakthrough required to get AI out of the lab and into the messy real world is blocked...

16 Dec 20251h

The Engineering Behind the World’s Most Advanced Video AI

The Engineering Behind the World’s Most Advanced Video AI

Is video AI a viable path toward AGI? Runway ML founder Cristóbal Valenzuela joins Lukas Biewald just after Gen 4.5 reached the #1 position on the Video Arena Leaderboard, according to community votin...

1 Dec 202514min

The CEO Behind the Fastest-Growing AI Inference Company | Tuhin Srivastava

The CEO Behind the Fastest-Growing AI Inference Company | Tuhin Srivastava

In this episode of Gradient Dissent, Lukas Biewald talks with Tuhin Srivastava, CEO and founder of Baseten, one of the fastest-growing companies in the AI inference ecosystem. Tuhin shares the real st...

18 Nov 202559min

Populärt inom Business & ekonomi

framgangspodden
varvet
rss-jossan-nina
badfluence
rss-svart-marknad
svd-tech-brief
uppgang-och-fall
bathina-en-podcast
avanzapodden
rss-inga-dumma-fragor-om-pengar
rss-borsens-finest
tabberaset
dynastin
kapitalet-en-podd-om-ekonomi
rss-dagen-med-di
fill-or-kill
rss-dr-bjorklund
lastbilspodden
24fragor
rss-den-nya-ekonomin