Startup Data Science podcast

Pagina principale della serie•Feed

26:46

For many travelers, Antarctica is a bucket-list destination, a once-in-a-lifetime opportunity to touch all seven continents. In 2023, a record-breaking 100,000 tourists made the trip. But the journey begs a fundamental question: What do we risk by traveling to a place that is supposed to be uninhabited by humans? And as the climate warms, should we really be going to Antarctica in the first place? SHOW NOTES: Kara Weller: The Impossible Dilemma of a Polar Guide Marilyn Raphael: A twenty-first century structural change in Antarctica’s sea ice system Karl Watson: First Time in Antarctica Jeb Brooks : 7 Days in Antarctica (Journey to the South Pole) Metallica - Freeze 'Em All: Live in Antarctica Learn about your ad choices: dovetail.prx.org/ad-choices…

Startup Data Science

Startup Data Science is the podcast where you learn startup-ready data science with programming basics. We discuss how to bootstrap data science techniques and understand their underlying mechanics by discussing open-source learning materials. Startup Data Science helps forward-thinking entrepreneurs, novice programmers, and seasoned software engineers to use Data Science to make a bigger impact.

9 episodi

#Deep Learning #Startup Data Science #Alex Au #Apurva Naik #Edderic Ugaddan #Podcasting Education

Startup Data Science

82 subscribers

updated 8 anni fa

Pagina principale della serie•Feed

9 episodi

#Deep Learning #Startup Data Science #Alex Au #Apurva Naik #Edderic Ugaddan #Podcasting Education

Tutti gli episodi

Startup Data Science

1
Episode 010 - Lesson 5 - Part 1 (Practical Deep Learning for Coders) 31:35

8 years fa31:35

31:35

Alex gives a quick recap of Lesson 5, using embeddings with imdb review data to categorize movies into clusters using Natural Language Processing (NLP). Edderic, Apurva, and Alex discuss what they're excited about with using NLP and also speak to their motivation as they continue to learn deep learning.…

Startup Data Science

1
Episode 009 - Lesson 4 - Part 2 (Practical Deep Learning for Coders) 25:50

8 years fa25:50

25:50

Alex is excited about collaborative filtering and he could see using it in his startup to help people unlearn toxic behaviors and beliefs in a productive way. Apurva started working remotely; she found it hard to stay motivated to study. She has issues with collaborative filtering in Netflix; she feels like Netflix's recommendation algorithm is not good for discovering new things because she thinks the recommendations tend to be similar to the past. Edderic's been busy with work at Lingo Live. Edderic enjoys the part of the video lesson where Jeremy destroys the movie data set recommender benchmark seamlessly with a Neural Network.…

Startup Data Science

1
Episode 008 - Lesson 4 - Part 1 (Practical Deep Learning for Coders) 31:26

8 years fa31:26

31:26

Apurva loved Jeremy's presentation using Excel to show how calculations are being made; it was a great confidence-building exercise for her to replicate it in Excel. Edderic's excited about Jeremy's claim that Convolutional Neural Networks are doing well in Speech Recognition. There are tons of machine learning algorithms out there; he thinks it would be nice to have just one super algorithm/architecture to rule them all. Alex explains his idea of convolution through an analogy.…

Startup Data Science

1
Episode 007 - Lesson 3 - Part 2 (Practical Deep Learning for Coders) 42:40

8 years fa42:40

42:40

Alex thinks dropout is cool. He's still not quite sure what batch normalization is. Regarding ImageNet competition, Apurva, along with offering tips to staying motivated to learning says that instead of creating "new" models, people are only doing ensembling now to get a marginal edge over everyone else. Edderic announces revamping his PC workstation for deep learning (bye-bye Amazon!)…

Startup Data Science

1
Episode 006 - Lesson 3 - Part 1 (Practical Deep Learning for Coders) 32:36

8 years fa32:36