Data Science at Home

Francesco Gadaleta
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Oct 30, 2020 • 26min

What is contrastive learning and why it is so powerful? (Ep. 124)

Come join me in our Discord channel speaking about all things data science. Follow me on Twitch during my live coding sessions usually in Rust and Python Our Sponsors The Monday Apps Challenge is bringing developers around the world together to compete in order to build apps that can improve the way teams work together on monday.com Amethix use advanced Artificial Intelligence and Machine Learning to build data platforms and predictive engines in domain like finance, healthcare, pharmaceuticals, logistics, energy. Amethix provide solutions to collect and secure data with higher transparency and disintermediation, and build the statistical models that will support your business.   References A Simple Framework for Contrastive Learning of Visual Representations  
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Oct 23, 2020 • 19min

Neural search (Ep. 123)

Come join me in our Discord channel speaking about all things data science. Follow me on Twitch during my live coding sessions usually in Rust and Python This episode is supported by Monday.com The Monday Apps Challenge is bringing developers around the world together to compete in order to build apps that can improve the way teams work together on monday.com.
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Oct 18, 2020 • 30min

Let's talk about federated learning (Ep. 122)

Let's talk about federated learning. Why is it important? Why large organizations are not ready yet?   Come join me in our Discord channel speaking about all things data science. Follow me on Twitch during my live coding sessions usually in Rust and Python This episode is supported by Monday.com The Monday Apps Challenge is bringing developers around the world together to compete in order to build apps that can improve the way teams work together on monday.com.  
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Oct 11, 2020 • 29min

How to test machine learning in production (Ep. 121)

Come join me in our Discord channel speaking about all things data science. Follow me on Twitch during my live coding sessions usually in Rust and Python   This episode is supported by Monday.com Monday.com bring teams together so you can plan, manage and track everything your team is working on in one centralized place The monday Apps Challenge is bringing developers around the world together to compete in order to build apps that can improve the way teams work together on monday.com.
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Sep 26, 2020 • 23min

Why synthetic data cannot boost machine learning (Ep. 120)

Come join me in our Discord channel speaking about all things data science. Follow me on Twitch during my live coding sessions usually in Rust and Python This episode is supported by Women in Tech by Manning Conferences
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Sep 16, 2020 • 38min

Machine learning in production: best practices [LIVE from twitch.tv] (Ep. 119)

Hey there! Having the best time of my life ;) This is the first episode I record while I am live on my new Twitch channel :) So much fun! Feel free to follow me for the next live streaming. You can also see me coding machine learning stuff in Rust :)) Don't forget to jump on the usual Discord and have a chat I'll see you there!        
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Sep 4, 2020 • 18min

Testing in machine learning: checking deeplearning models (Ep. 118)

In this episode I speak with Adam Leon Smith, CTO at DragonFly and expert in testing strategies for software and machine learning. We cover testing with deep learning (neuron coverage, threshold coverage, sign change coverage, layer coverage, etc.), combinatorial testing and their practical aspects. On September 15th there will be a live@Manning Rust conference. In one Rust-full day you will attend many talks about what's special about rust, building high performance web services or video game, about web assembly and much more. If you want to meet the tribe, tune in september 15th to the live@manning rust conference.    
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Aug 29, 2020 • 20min

Testing in machine learning: generating tests and data (Ep. 117)

In this episode I speak with Adam Leon Smith, CTO at DragonFly and expert in testing strategies for software and machine learning.   On September 15th there will be a live@Manning Rust conference. In one Rust-full day you will attend many talks about what's special about rust, building high performance web services or video game, about web assembly and much more. If you want to meet the tribe, tune in september 15th to the live@manning rust conference.    
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Aug 12, 2020 • 19min

Why you care about homomorphic encryption (Ep. 116)

After deep learning, a new entry is about ready to go on stage. The usual journalists are warming up their keyboards for blogs, news feeds, tweets, in one word, hype. This time it's all about privacy and data confidentiality. The new words, homomorphic encryption.   Join and chat with us on the official Discord channel.   Sponsors This episode is supported by Amethix Technologies. Amethix works to create and maximize the impact of the world’s leading corporations, startups, and nonprofits, so they can create a better future for everyone they serve. They are a consulting firm focused on data science, machine learning, and artificial intelligence.   References Towards a Homomorphic Machine Learning Big Data Pipeline for the Financial Services Sector IBM Fully Homomorphic Encryption Toolkit for Linux
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Aug 3, 2020 • 20min

Test-First machine learning (Ep. 115)

In this episode I speak about a testing methodology for machine learning models that are supposed to be integrated in production environments. Don't forget to come chat with us in our Discord channel   Enjoy the show!   -- This episode is supported by Amethix Technologies.   Amethix works to create and maximize the impact of the world’s leading corporations, startups, and nonprofits, so they can create a better future for everyone they serve. They are a consulting firm focused on data science, machine learning, and artificial intelligence.

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