Super Data Science: ML & AI Podcast with Jon Krohn
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1.039 afleveringen, van nieuw naar oud
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538: Daily Habit #1: Track Your Habits
7 januari 2022 · 7 min
In this episode, Jon shares his "life-changing" habit tracking system that has allowed him to achieve more, create more structure within his day and cut out bad habits. Lees meer
Additional materials: www.superdatascience.com/538
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537: Data Science Trends for 2022
4 januari 2022 · 1 uur 16 min
Sadie St. Lawrence returns to discuss the biggest data science trends that are set to take over the industry in 2022. Lees meer
In this episode you will learn:
A look back at data science trends for 2021 [4:03]
Micro and macro data science trends for 2022 [12:30]
AutoML tools [15:20]
The social implications of deepfakes [21:21]
Scalable AI [38:40]
Macro data science trends for 2022 [42:45]
The impact of the remote-working economy in data science [43:21]
Blockchain in data science [50:28]
Data literacy of the global workforce [1:01:07]
Additional materials: www.superdatascience.com/537
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536: What I Learned in 2021
31 december 2021 · 13 min
Jon goes over his five biggest learnings from 2021 and what he hopes to work on in 2022. Lees meer
Additional materials: www.superdatascience.com/536
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535: How to Found, Grow, and Sell a Data Science Start-up
28 december 2021 · 1 uur 10 min
Prolific data science entrepreneur and Y Combinator alum Austin Ogilvie (Laika, Yhat) joins Jon Krohn for a revealing look into his journey of starting, growing, and selling a data science startup. From liberal arts graduate to twice successful technical founder, take a seat and learn from the best. Lees meer
In this episode you will learn:
The story behind the naming of Yhat and its early beginnings [5:10]
Austin and Yhat's experience at Y Combinator [19:00]
The benefits of being a technical founder [25:00]
From arts degree graduate to successful tech entrepreneur [27:00]
Austin's latest venture, Laika [39:30]
The tools that Austin uses day-to-day [47:30]
Unity gaming environment [49:58]
What makes a great data scientist [56:23]
Additional materials: www.superdatascience.com/535
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534: A Holiday Greeting
24 december 2021 · 2 min
Jon sends a holiday greeting to all listeners. Lees meer
Additional materials: www.superdatascience.com/534
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533: Fusion Energy, Cancer Proteomics, and Massive-Scale Machine Vision — with Dr. Brett Tully
21 december 2021 · 1 uur 59 min
Dr. Brett Tully joins us on the podcast to discuss his work as Director of AI Output Systems at Nearmap and his previous research in biomedical topics and nuclear fusion. Lees meer
In this episode you will learn:
What is Nearmap? [5:22]
What is a Director of AI Output Systems? [7:51]
A case study [20:35]
MLOps at Nearmap [26:37]
Brett’s day-to-day and what he looks for in hires [40:19]
Brett’s academic and research history [53:30]
Brett’s work in nuclear fusion and predictions for the technology [1:04:48]
The tools Brett used in his research [1:26:34]
ProCan project [1:34:27]
Brett’s prediction for future AI applications [1:48:30]
Additional materials: www.superdatascience.com/533
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532: Mutable vs Immutable Conditions
17 december 2021 · 5 min
Jon discusses one helpful framework when it comes to problem-solving and how data scientists are uniquely positioned to employ this technique. Lees meer
Additional materials: www.superdatascience.com/532
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531: Data Science at the Command Line
14 december 2021 · 50 min
Jeroen Janssens joins on the podcast to discuss his book on utilizing the command line for data science and the importance of polyglot data science work. Lees meer
In this episode you will learn:
The genesis of Jeroen’s book [3:24]
Data Science at the Command Line [8:55]
Creating your own command line tools [22:07]
Polyglot data scientist [24:29]
Data Science Workshops [27:01]
Jeroen’s PhD research [30:38]
Additional materials: www.superdatascience.com/531
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530: Ten A.I. Thought Leaders to Follow (on Twitter)
10 december 2021 · 5 min
Jon details his top ten AI thought leaders hoping that his suggestions prove valuable to you in your data science journey. Lees meer
Additional materials: www.superdatascience.com/530
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529: A.I. Robotics at Home
7 december 2021 · 53 min
Dave Niewinski joins us to discuss his prolific work in robotics both as a consultant and a popular YouTuber. Lees meer
In this episode you will learn:
Dave’s Armoury [4:44]
Robotic cornhole tournament [12:33]
Dave’s many robots [14:25]
Dave’s idea process [28:51]
Future robots [31:43]
Dave’s consulting business [33:27]
Tools Dave likes to use [37:05]
How did Dave get started in this line of work? [38:50]
Dave’s advice to people who want to get into robotics [41:18]
What is Dave excited about in the future? [45:38]
Additional materials: www.superdatascience.com/529
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528: The Normal Anxiety of Content Creation
3 december 2021 · 4 min
Jon explores his personal anxieties as a content creator to encourage fellow creators to keep sharing their knowledge. Lees meer
Additional materials: www.superdatascience.com/528
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527: Automating Data Analytics
30 november 2021 · 1 uur 1 min
Peter Bailis joins the podcast to discuss the work of his company that solves complex commercial problems through automated data analysis. Lees meer
In this episode you will learn:
Meaning of the name Sisu [3:08]
What Sisu does [4:45]
Sisu and the data science stack [17:00]
Going from academia to startups [22:37]
What Sisu looks for when hiring [28:57]
Peter’s favorite tools [32:40]
Peter’s academic research [45:02]
Additional materials: www.superdatascience.com/527
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526: The Highest-Paying Data Frameworks
26 november 2021 · 6 min
I finish up our three-part series on the results of the O’Reilly Survey, looking at the highest-paying data frameworks. Lees meer
Additional materials: www.superdatascience.com/526
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525: Hurdling Over Data Career Obstacles
23 november 2021 · 1 uur 9 min
Karen Jean-Francois joins us to discuss how she wants to empower her team members and a wider audience of data scientists battling imposter syndrome. Lees meer
In this episode you will learn:
Karen’s background as a hurdler [4:42]
Women in Data Podcast [10:32]
Cardlytics [19:04]
Karen’s background and current career [22:55]
Karen’s favorite tools [31:29]
Karen’s balance of fitness and work [34:45]
The biggest challenge of Karen’s career [47:09]
Advancement in data [54:13]
What is Karen most excited about? [59:40]
Additional materials: www.superdatascience.com/525
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524: The Highest-Paying Data Tools
19 november 2021 · 6 min
In this episode, I go over the highest-paying data tools based on the O’Reilly survey. Lees meer
Additional materials: www.superdatascience.com/524
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523: Open-Source Analytical Computing (pandas, Apache Arrow)
16 november 2021 · 1 uur 28 min
Wes McKinney joins us to discuss the history and philosophy of pandas and Apache Arrow as well as his continued work in open source tools. Lees meer
In this episode you will learn:
History of pandas [7:29]
The trends of R and Python [23:33]
Python for Data Analysis [25:58]
pandas updates and community [30:10]
Apache Arrow [41:50]
Voltron Data [55:10]
Origin of Wes’s project names [1:08:14]
Wes’s favorite tools [1:09:46]
Audience Q&A [1:15:34]
Additional materials: www.superdatascience.com/523
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522: Data Tools vs. Data Platforms
12 november 2021 · 3 min
I provide you with some quick definitions of data tools vs data platforms to prep us for deep dives in future episodes. Lees meer
Additional materials: www.superdatascience.com/522
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521: Skyrocket Your Career by Sharing Your Writing
9 november 2021 · 1 uur 2 min
Khuyen Tran joins us to discuss her work as a prolific technical writer and undergraduate data science student. Lees meer
In this episode you will learn:
Khuyen’s online writing [4:00]
Book writing [8:50]
How you can increase your engagement [13:49]
Khuyen’s work with Towards Data Science and NVIDIA [19:01]
Ocelot Consulting [24:08]
Khuyen’s undergrad work [32:12]
Audience questions [47:00]
Additional materials: www.superdatascience.com/521
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520: The Highest-Paying Programming Languages for Data Scientists
5 november 2021 · 5 min
I take a look at the results of O’Reilly’s survey on salaries for data scientists in 2021. Lees meer
Additional materials: www.superdatascience.com/520
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519: A.I. for Good
2 november 2021 · 1 uur 8 min
James Hodson joins us to discuss his philosophy and work at A.I. For Good and how they aim to promote sustainability and A.I. use for social issues. Lees meer
In this episode you will learn:
AI for Good [5:17]
Founding of AI for Good [8:50]
Case studies [14:58]
How you can get involved [46:29]
Skills James looks for in hires [50:39]
Additional materials: www.superdatascience.com/519
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518: Fail More
29 oktober 2021 · 2 min
This week, I provide a short but important bit of advice on failure. Lees meer
Additional materials: www.superdatascience.com/518
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517: Courses in Data Science and Machine Learning
26 oktober 2021 · 56 min
Sadie St. Lawrence talks in-depth about her extensive work as a data science educator through both online and collegiate courses as well as her organization for diversifying data science careers. Lees meer
In this episode you will learn:
Sadie’s education work in SQL [4:13]
The popularity of Sadie’s course [13:32]
Sadie’s forthcoming machine learning certificate course [16:29]
Women in Data [25:32]
Sadie’s non-technical background [36:17]
NFTs and VR [46:41]
Additional materials: www.superdatascience.com/517
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516: Does Caffeine Hurt Productivity? (Part 3: Scientific Literature)
22 oktober 2021 · 7 min
In this episode, I finish up my saga into the effects of caffeine on productivity. Lees meer
Additional materials: www.superdatascience.com/516
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515: Accelerating Impact through Community — with Chrys Wu
19 oktober 2021 · 39 min
Chrys Wu joins us to discuss her community organizations, her tips, and her recommended resources for building data science communities for impact. Lees meer
In this episode you will learn:
The world of K-Pop [ 4:07]
Chrys’s talk at the R Conference [8:56]
Write/Speak/Code [14:05]
Hacks/Hackers [21:58]
Tips on developing data communities [27:22]
Additional materials: www.superdatascience.com/515
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514: Does Caffeine Hurt Productivity? (Part 2: Experimental Results)
15 oktober 2021 · 8 min
In this episode, I dive into the nuts and bolts of data on my experiment into caffeine and productivity. Lees meer
Additional materials: www.superdatascience.com/514
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513: Transformers for Natural Language Processing
12 oktober 2021 · 54 min
Denis Rothman joins us to discuss his writing work in natural language processing, explainable AI, and more! Lees meer
In this episode you will learn:
What are transformers and their applications? [7:54]
Denis’s book on explainable AI [25:08]
AI by Example [35:53]
LinkedIn audience questions [42:00]
Additional materials: www.superdatascience.com/513
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512: Does Caffeine Hurt Productivity? (Part 1)
8 oktober 2021 · 6 min
I dive into a personal experiment to test my productivity relative to my coffee intake and if caffeine is actually hurting my productivity. Lees meer
Additional materials: www.superdatascience.com/512
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511: Data Science for Private Investing — LIVE with Drew Conway
5 oktober 2021 · 1 uur 9 min
Drew Conway joins us on the first live podcast to discuss his work in private investing and how data science figures into and improves his work. Lees meer
In this episode you will learn:
The R Conference and NYHackR [6:33]
Machine Learning for Hackers [20:17]
Two Sigma and Drew’s work [28:27]
Drew’s team structure at Two Sigma [35:12]
Audience Q&A [46:27]
Additional materials: www.superdatascience.com/511
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510: Deep Reinforcement Learning
1 oktober 2021 · 7 min
In this episode, I dive into the world of reinforcement learning and deep reinforcement learning and the benefits of both. Lees meer
Additional materials: www.superdatascience.com/510
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509: Accelerating Start-up Growth with A.I. Specialists
28 september 2021 · 1 uur 21 min
Parinaz Sobhani joins us to discuss the cutting-edge work of Georgian, a collaborative company that helps start-ups implement and scale machine learning and AI. Lees meer
In this episode you will learn:
Parinaz’s work at Georgian [5:35]
Use cases of Georgian’s work [14:35]
Tools and approaches Parinaz uses [32:27]
Environmental concerns of machine learning [42:52]
Hiring at Georgian and what Parinaz looks for [48:18]
How did Parinaz become interested in this? [56:19]
Fairness in AI [1:09:01]
Additional materials: www.superdatascience.com/509
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508: Building Your Ant Hill
24 september 2021 · 3 min
In this episode, I discuss an interesting bit of my grandmother’s view about the process of working and going through life. Lees meer
Additional materials: www.superdatascience.com/508
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507: Bayesian Statistics
21 september 2021 · 1 uur 55 min
Rob Trangucci joins us to discuss his work and study in Bayesian statistics and how he applies it to real-world problems. Lees meer
In this episode you will learn:
Getting Rob on the show [8:12]
Stan [9:34]
Gradients [18:15]
What is Bayesian statistics? [23:05]
Multi-modal deep learning [45:20]
Stan package [53:46]
Applications of Bayesian stats [1:09:47]
The day-to-day of a PhD in stats [1:21:56]
What does the future hold? [1:42:37]
Additional materials: www.superdatascience.com/507
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506: Supervised vs Unsupervised Learning
17 september 2021 · 9 min
In this episode, I continue with last week’s theme and discuss the differences between supervised and unsupervised learning. Lees meer
Additional materials: www.superdatascience.com/506
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505: From Data Science to Cinema
14 september 2021 · 46 min
Hadelin de Ponteves joins us to discuss his latest educational work and how his skills as a data science educator helped him start his career in acting. Lees meer
In this episode you will learn:
What has Hadelin been up to? [4:27]
Hadelin’s cinema career and data science crossover [16:02]
Sleep for productivity [27:27]
How did Hadelin decide to undertake this? [32:26]
Bollywood vs Hollywood [37:26]
Additional materials: www.superdatascience.com/505
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504: Classification vs Regression
10 september 2021 · 6 min
In this episode, I give a quick introduction to subcategories of supervised learning problems. Lees meer
Additional materials: www.superdatascience.com/504
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503: Deep Reinforcement Learning for Robotics
7 september 2021 · 1 uur 18 min
Pieter Abbeel joins us to discuss his work as an academic and entrepreneur in the field of AI robotics and what the future of the industry holds. Lees meer
In this episode you will learn:
How does Pieter do it all? [5:45]
Pieter’s exciting areas of research [12:30]
Research application at Covariant [32:27]
Getting into AI robotics [42:18]
Traits of good AI robotics apprentices [49:38]
Valuable skills [56:40]
What Pieter hopes to look back on [1:04:30]
LinkedIn Q&A [1:06:51]
Additional materials: www.superdatascience.com/503
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502: Managing Imposter Syndrome
3 september 2021 · 5 min
In this episode, I explore a common issue plaguing people across fields: imposter syndrome. Lees meer
Additional materials: www.superdatascience.com/502
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501: Statistical Programming with Friends
31 augustus 2021 · 41 min
Jared Lander joins us to discuss his work as an R meetup organizer, the upcoming virtual R Conference, and his work as a consultant for a variety of companies from metal workers to professional football teams. Lees meer
In this episode you will learn:
Jared’s R meetups and our professional history [3:27]
NYHackR [6:42]
The R Conference [13:25]
R for Everyone [18:55]
Lander Analytics [22:10]
Job openings at Lander Analytics [25:04]
R vs. Python [29:15]
The importance of pizza in Jared’s life [32:19]
Additional materials: www.superdatascience.com/501
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500: Yoga Nidra with Jes Allen
27 augustus 2021 · 1 uur
In this very special episode, we delve into a live yoga Nidra practice with Jes Allen and go over how you can open up to consciousness through yoga practice. Lees meer
In this episode you will learn:
[3:40] What Yoga means
[10:00] Jes’s current work as a yoga practitioner
[22:31] How to find Jes online
[27:09] The Yoga Nidra practice
[54:50] Coming out of the practice
Additional materials: www.superdatascience.com/500
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499: Data Meshes and Data Reliability
24 augustus 2021 · 54 min
Barr Moses joins us to discuss the importance of data reliability for pipelines and how companies can achieve data mesh. Lees meer
In this episode you will learn:
Data meshes [4:25]
Self-serve data reliability [15:36]
How Monte Carlo helps data up time [21:13]
How to build an effective data science team [26:50]
LinkedIn Q&A [31:50]
Additional materials: www.superdatascience.com/499
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498: How Only Beginners Know Everything
20 augustus 2021 · 6 min
In this episode, I dive into a reoccurring pattern I’ve noticed where beginners, myself included, think they’re more skilled and experienced than they really are. Lees meer
Additional materials: www.superdatascience.com/498
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497: Maximizing the Global Impact of Your Career
17 augustus 2021 · 1 uur 19 min
Benjamin Todd joins us to discuss his work helping professionals maximize their career capital, the top skills to learn across professions, and more. Lees meer
In this episode you will learn:
How Benjamin helped me become a data scientist [6:56]
How did 80,000 Hours come about? [9:39]
The impact of 80,000 Hours [14:46]
Funding [17:23]
Where does the name come from? [23:32]
What kind of advice does Benjamin give to people? [25:21]
How data scientists can make an impact [42:04]
How can someone strategize about their career? [1:02:53]
Top skills that everyone should learn [1:05:49]
Additional materials: www.superdatascience.com/497
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496: 2040: A Brain-Computer Interface Story
13 augustus 2021 · 4 min
In this episode, you’ll enjoy a fictional narrative I’ve titled “2040: A Brain-Computer Interface Story”. Lees meer
Additional materials: www.superdatascience.com/496
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495: Successful AI Projects and AI Startups
11 augustus 2021 · 50 min
Greg Coquillo joins us to discuss his work on ROI for startups and the best ways to make the most of your company’s AI investment. Lees meer
In this episode you will learn:
Our connection through Harpreet’s happy hours and DSGO [4:48]
Greg’s content on LinkedIn [6:40]
The scope of Greg’s work [9:25]
Making the most out of AI [16:05]
LinkedIn Q&A [20:00]
Quantum machine learning [32:06]
Additional materials: www.superdatascience.com/495
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494: How to Instantly Appreciate Being Alive
6 augustus 2021 · 3 min
In this episode, I talk about an interesting thought experiment that helps you appreciate your existence. Lees meer
Additional materials: www.superdatascience.com/494
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493: Bringing Data to the People
3 augustus 2021 · 1 uur 3 min
Anjali Shrivastava joins us to discuss her data science degree and her content creation efforts to bring data science to the people. Lees meer
In this episode you will learn:
Anjali’s studies [2:00]
Anjali’s YouTube channel [11:57]
The content creation process [17:58]
Yoga during the pandemic [21:34]
Anjali as a writer [24:38]
Anjali’s dual degrees [31:28]
Anjali’s previous data science roles [43:04]
Anjali’s first full-time data job [51:12]
Anjali’s hopes for the future [55:29]
Additional materials: www.superdatascience.com/493
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492: The World is Awful (and it's Never Been Better)
30 juli 2021 · 6 min
In this episode, I discuss the changing child mortality rate as evidence of how much better the world is and how much better it could be. Lees meer
Additional materials: www.superdatascience.com/492
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491: R in Production
27 juli 2021 · 44 min
Veerle van Leemput joins us to make the case for why you should be using R for production. Lees meer
In this episode you will learn:
Our shared powerlifting passion [2:47]
The stigma of using R [12:02]
What does Analytic Health do? [13:55]
How Analytic Health uses R [19:08]
Tidyverse [34:44]
Tools for API creation [37:09]
Additional materials: www.superdatascience.com/491
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490: Say No to Pie Charts
23 juli 2021 · 2 min
In this episode, I discuss why you should avoid the visually pleasing but flawed pie chart. Lees meer
Additional materials: www.superdatascience.com/490
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489: Monetizing Machine Learning
20 juli 2021 · 1 uur
Vin Vashishta joins us to discuss his AI consulting work and his philosophy on AI strategy for monetization. Lees meer
In this episode you will learn:
V-Squared [4:59]
Vin’s online content [17:18]
Low-code/no-code in data science [25:33]
Top five gap skills [35:19]
Data sets for insights on consumers and targeting [40:26]
Are there socially beneficial data science and machine learning applications? [43:16]
The most difficult data science problem Vin ever faced [50:39]
Additional materials: www.superdatascience.com/489