Data Science at Home
Episodes

Jan 25, 2021
Is Apple M1 good for machine learning? (Ep.136)
Jan 25, 2021
Jan 25, 2021
28 min
In this episode I explain the basics of computer architecture and introduce some features of the Apple M1
Is it good for Machine Learning tasks?
References
Computer architectures book https://www.amazon.com/Computer-Architecture-Quantitative-John-Hennessy/dp/012383872X
Performance https://nod.ai/comparing-apple-m1-with-amx2-m1-with-neon/

Dec 31, 2020
Dec 31, 2020
30 min
Let's finish this year with an amazing episode about scaling ML with clusters and GPUs. Kind of as a continuation of Episode 112 I have a terrific conversation with Aaron Richter from Saturn Cloud about, well, making ML faster and scaling it to massive infrastructure.
Aaron can be reached on his website https://rikturr.com and Twitter @rikturr
Our Sponsor
Saturn Cloud is a data science and machine learning platform for scalable Python analytics. Users can jump into cloud-based Jupyter and Dask to scale Python for big data using the libraries they know and love, while leveraging Docker and Kubernetes so that work is reproducible, shareable, and ready for production.
Try Saturn Cloud for free at https://saturncloud.io
Twitter: @saturn_cloud

Dec 19, 2020
What is data ethics? (Ep. 133)
Dec 19, 2020
Dec 19, 2020
25 min
What is data ethics? In this episode I have an interesting chat with Denny Wong from FaqBot and Muna.
Our Sponsor
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
Denny's Twitter profile
The data ethics awareness workshop for AI practitioners
![Test-First Machine Learning [RB] (Ep. 130)](https://pbcdn1.podbean.com/imglogo/image-logo/1799802/dsh-cover-2_300x300.jpg)
Dec 1, 2020
Test-First Machine Learning [RB] (Ep. 130)
Dec 1, 2020
Dec 1, 2020
20 min
Our Links
Come join me in our Discord channel speaking about all things data science.
Subscribe to the official Newsletter and never miss an episode
Follow me on Twitch during my live coding sessions usually in Rust and Python
Our Sponsors
ProtonMail offers a simple and trusted solution to protect your internet connection and access blocked or restricted websites. All of ProtonMail and ProtonVPN’s apps are open source and have been inspected by cybersecurity experts, and Proton is based in Switzerland, home to some of the world’s strongest privacy laws
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.

Nov 24, 2020
Similarity in Machine Learning (Ep. 129)
Nov 24, 2020
Nov 24, 2020
30 min
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
Subscribe to the official Newsletter and never miss an episode
Our Sponsors
ProtonMail offers a simple and trusted solution to protect your internet connection and access blocked or restricted websites. All of ProtonMail and ProtonVPN's apps are open source and have been inspected by cybersecurity experts, and Proton is based in Switzerland, home to some of the world’s strongest privacy laws
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.

Nov 17, 2020
Nov 17, 2020
23 min
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
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
Dataset distillation (official paper)
GitHub repo

Nov 7, 2020
Nov 7, 2020
20 min
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
physicspodcast.com is not just a physics podcast. But also interviews with scientists, scholars, authors and reflections on the history and future of science and technology are all in the wheelhouse.
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.

Oct 30, 2020
Oct 30, 2020
26 min
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

Oct 18, 2020
Let's talk about federated learning (Ep. 122)
Oct 18, 2020
Oct 18, 2020
30 min
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.

Oct 11, 2020
Oct 11, 2020
28 min
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.