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

Startup Data Science

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תוכן מסופק על ידי Startup Data Science, Edderic Ugaddan, Apurva Naik, and Alex Au. כל תוכן הפודקאסטים כולל פרקים, גרפיקה ותיאורי פודקאסטים מועלים ומסופקים ישירות על ידי Startup Data Science, Edderic Ugaddan, Apurva Naik, and Alex Au או שותף פלטפורמת הפודקאסט שלהם. אם אתה מאמין שמישהו משתמש ביצירה שלך המוגנת בזכויות יוצרים ללא רשותך, אתה יכול לעקוב אחר התהליך המתואר כאן https://he.player.fm/legal.

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We're trying something different this week: a full post-show breakdown of every episode in the latest season of Black Mirror! Ari Romero is joined by Tudum's Black Mirror expert, Keisha Hatchett, to give you all the nuance, the insider commentary, and the details you might have missed in this incredible new season. Plus commentary from creator & showrunner Charlie Brooker! SPOILER ALERT: We're talking about the new season in detail and revealing key plot points. If you haven't watched yet, and you don't want to know what happens, turn back now! You can watch all seven seasons of Black Mirror now in your personalized virtual theater . Follow Netflix Podcasts and read more about Black Mirror on Tudum.com .…

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Alex promises to do 20 min. of Data Science every day to keep making progress. Edderic learns that Apurva hasn't submitted the Cats and Dogs Kaggle submission yet, so he feels a little bit better about himself for not submitting yet either. Alex mistakes Natural Language Processing for Neuro-Linguistic Programming (whoops!)

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

Startup Data Science

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

Startup Data Science

82 subscribers

published לפני 8 שנים

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M4A•בית הפרקים

9 פרקים

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

כל הפרקים

Startup Data Science

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

לפני 8 years31:35

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

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

לפני 8 years25:50

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

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

לפני 8 years31:26

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

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

לפני 8 years42:40

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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

לפני 8 years32:36

32:36

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