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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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Healthy Spaces


1 AI for the Planet: From Tech Labs to Real Life 37:58
37:58
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אהבתי37:58
Fighting climate change means juggling a thousand moving parts, from how we power our cities to how insects sustain our ecosystems. Artificial intelligence is uniquely equipped to take on that scale of challenge, analyzing massive data sets, predicting problems before they happen, and unlocking solutions humans alone could never achieve. In this episode, hosts Dominique Silva and guest co-host Rebecca Handfield (BrainBox AI) speak with Jean-Simon Venne, co-founder of BrainBox AI and leader of the BrainBox business at Trane Technologies, and Dr. David Rolnick, Assistant Professor at McGill University and co-founder of Climate Change AI. They share how AI can slash building emissions, extend equipment life, and open up new frontiers in biodiversity research. We also take a behind-the-scenes look at Trane Technologies’ new AI Lab in Montreal, where the next generation of HVAC innovation is being designed and created. With a focus on practical applications over theory, the lab is harnessing AI as a powerful ally in the fight against climate change, while keeping ethics, responsibility, and trust at the center of every breakthrough. About Healthy Spaces Healthy Spaces is a podcast by Trane Technologies where experts and disruptors explore how climate technology and innovation are transforming the spaces where we live, work, learn and play. This season, hosts Dominique Silva and Scott Tew bring a fresh batch of uplifting stories, featuring inspiring people who are overcoming challenges to drive positive change across multiple industries. We’ll discover how technology and AI can drive business growth, and help the planet breathe a little bit easier. Listen and subscribe to Healthy Spaces on your favorite podcast platforms. Links: A New Era for Smart Buildings with AI Controls and AI Agents - Press Release AI in the Built Environment, Sustainable Markets – White Paper Trane Technologies AI Lab - Website Digital Solutions: Using AI and Autonomous Control to Listen to Your Building - Blog How AI Can Help Dramatically Reduce Energy Demand and Emissions - Blog Trane Technologies Website Healthy Spaces YouTube Brainbox AI Website Climate Change AI Website Dominique Silva Profile Rebecca Handfield Profile Jean-Simon Venne Profile David Rolnick Profile…
Episode 009 - Lesson 4 - Part 2 (Practical Deep Learning for Coders)
Manage episode 182482609 series 1467510
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.
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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9 פרקים
Manage episode 182482609 series 1467510
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.
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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1 Episode 010 - Lesson 5 - Part 1 (Practical Deep Learning for Coders) 31:35
31:35
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אהבתי31:35
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.…

1 Episode 009 - Lesson 4 - Part 2 (Practical Deep Learning for Coders) 25:50
25:50
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אהבתי25:50
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.…

1 Episode 008 - Lesson 4 - Part 1 (Practical Deep Learning for Coders) 31:26
31:26
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אהבתי31:26
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.…

1 Episode 007 - Lesson 3 - Part 2 (Practical Deep Learning for Coders) 42:40
42:40
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אהבתי42:40
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!)…

1 Episode 006 - Lesson 3 - Part 1 (Practical Deep Learning for Coders) 32:36
32:36
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אהבתי32:36
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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