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

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

Startup Data Science

82 subscribers

published 8 years ago

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M4A•Laman utama episod

9 episod

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

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

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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.…

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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.…

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

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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.…

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