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Kandungan disediakan oleh Startup Data Science, Edderic Ugaddan, Apurva Naik, and Alex Au. Semua kandungan podcast termasuk episod, grafik dan perihalan podcast dimuat naik dan disediakan terus oleh Startup Data Science, Edderic Ugaddan, Apurva Naik, and Alex Au atau rakan kongsi platform podcast mereka. Jika anda percaya seseorang menggunakan karya berhak cipta anda tanpa kebenaran anda, anda boleh mengikuti proses yang digariskan di sini https://ms.player.fm/legal.
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Mind The Business: Small Business Success Stories


1 Strategic Growth: Knowing When to Scale Your Business 30:28
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Building a thriving business isn't always about rapid expansion. When should you hit the accelerator on growth, and when should you pump the brakes? Jannese and Austin are in Nashville, Tennessee to talk with Taku Zhou and Sibusiso Ajayi of TKZ Architecture LLC to explore this crucial entrepreneurial crossroads. The duo shares candid insights from their journey building TKZ Architecture, revealing the moments they knew it was time to scale – and importantly, when it wasn't. They discuss how they balanced the allure of growth against the need to strengthen their foundation through refined workflows, established protocols, and market positioning. Tune in as we unpack the strategic decision-making that goes into sustainable business expansion and learn the telltale signs that you're ready for growth and how to execute that transition successfully. Learn more about how QuickBooks can help you grow your business: QuickBooks.com See omnystudio.com/listener for privacy information.…
Episode 006 - Lesson 3 - Part 1 (Practical Deep Learning for Coders)
Manage episode 181702463 series 1467510
Kandungan disediakan oleh Startup Data Science, Edderic Ugaddan, Apurva Naik, and Alex Au. Semua kandungan podcast termasuk episod, grafik dan perihalan podcast dimuat naik dan disediakan terus oleh Startup Data Science, Edderic Ugaddan, Apurva Naik, and Alex Au atau rakan kongsi platform podcast mereka. Jika anda percaya seseorang menggunakan karya berhak cipta anda tanpa kebenaran anda, anda boleh mengikuti proses yang digariskan di sini https://ms.player.fm/legal.
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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9 episod
Manage episode 181702463 series 1467510
Kandungan disediakan oleh Startup Data Science, Edderic Ugaddan, Apurva Naik, and Alex Au. Semua kandungan podcast termasuk episod, grafik dan perihalan podcast dimuat naik dan disediakan terus oleh Startup Data Science, Edderic Ugaddan, Apurva Naik, and Alex Au atau rakan kongsi platform podcast mereka. Jika anda percaya seseorang menggunakan karya berhak cipta anda tanpa kebenaran anda, anda boleh mengikuti proses yang digariskan di sini https://ms.player.fm/legal.
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!)
…
continue reading
9 episod
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1 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.…

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

1 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.…

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

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