Archive for the 'computer science' Category

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

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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

  • ProtonVPN offers a simple and trusted solution to protect your internet connection and access blocked or restricted websites. All of 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.

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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

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  • 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.

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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

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  • 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

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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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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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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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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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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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The hype around GPT-3 is alarming and gives and provides us with the awful picture of people misunderstanding artificial intelligence. In response to some comments that claim GPT-3 will take developers' jobs, in this episode I express some personal opinions about the state of AI in generating source code (and in particular GPT-3).

 

If you have comments about this episode or just want to chat, come join us on the official Discord channel.

 

 

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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In this episode I speak about data transformation frameworks available for the data scientist who writes Python code.
The usual suspect is clearly Pandas, as the most widely used library and de-facto standard. However when data volumes increase and distributed algorithms are in place (according to a map-reduce paradigm of computation), Pandas no longer performs as expected. Other frameworks play a role in such context. 

In this episode I explain the frameworks that are the best equivalent to Pandas in bigdata contexts.

Don't forget to join our Discord channel and comment previous episodes or propose new ones.

 

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. Amethix is a consulting firm focused on data science, machine learning, and artificial intelligence.

 

References

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In this episode I make a non exhaustive list of machine learning tools and frameworks, written in Rust. Not all of them are mature enough for production environments. I believe that community effort can change this very quickly.

To make a comparison with the Python ecosystem I will cover frameworks for linear algebra (numpy), dataframes (pandas), off-the-shelf machine learning (scikit-learn), deep learning (tensorflow) and reinforcement learning (openAI).

Rust is the language of the future.
Happy coding!
 

Reference

  1. BLAS linear algebra https://en.wikipedia.org/wiki/Basic_Linear_Algebra_Subprograms
  2. Rust dataframe https://github.com/nevi-me/rust-dataframe
  3. Rustlearn https://github.com/maciejkula/rustlearn
  4. Rusty machine https://github.com/AtheMathmo/rusty-machine
  5. Tensorflow bindings https://lib.rs/crates/tensorflow
  6. Juice (machine learning for hackers) https://lib.rs/crates/juice
  7. Rust reinforcement learning https://lib.rs/crates/rsrl

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In the 3rd episode of Rust and machine learning I speak with Alec Mocatta.
Alec is a +20 year experience professional programmer who has been spending time at the interception of distributed systems and data analytics. He's the founder of two startups in the distributed system space and author of Amadeus, an open-source framework that encourages you to write clean and reusable code that works, regardless of data scale, locally or distributed across a cluster.

Only for June 24th, LDN *Virtual* Talks June 2020 with Bippit (Alec speaking about Amadeus)

 

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This is the first episode of a series about the Rust programming language and the role it can play in the machine learning field.

Rust is one of the most beautiful languages I have ever studied so far. I personally come from the C programming language, though for professional activities in machine learning I had to switch to the loved and hated Python language.

This episode is clearly not providing you with an exhaustive list of the benefits of Rust, nor its capabilities. For this you can check the references and start getting familiar with what I think it's going to be the language of the next 20 years.

 

Sponsored

This episode is supported by Pryml Technologies. Pryml offers secure and cost effective data privacy solutions for your organisation. It generates a synthetic alternative without disclosing you confidential data.

 

References

 

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Why so much silence? Building a company! That's why :) 
I am building pryml, a platform that allows data scientists build their applications on data they cannot get access to. 
This is the first of a series of episodes in which I will speak about the technology and the challenges we are facing while we build it. 

Happy listening and stay tuned!

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