Data Science at Home
Episodes
Friday Feb 16, 2024
Revolutionizing Robotics: Embracing Low-Code Solutions (Ep. 251)
Friday Feb 16, 2024
Friday Feb 16, 2024
In this episode of Data Science at Home, we explore the game-changing impact of low-code solutions in robotics development. Discover how these tools bridge the coding gap, simplify integration, and enable trial-and-error development. We'll also uncover challenges with traditional coding methods using ROS. Join us for a concise yet insightful discussion on the future of robotics!
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Monday Jan 08, 2024
Careers, Skills, and the Evolution of AI (Ep. 248)
Monday Jan 08, 2024
Monday Jan 08, 2024
!!WARNING!!
Due to some technical issues the volume is not always constant during the show. I sincerely apologise for any inconvenienceFrancesco
In this episode, I speak with Richie Cotton, Data Evangelist at DataCamp, as he delves into the dynamic intersection of AI and education. Richie, a seasoned expert in data science and the host of the podcast, brings together a wealth of knowledge and experience to explore the evolving landscape of AI careers, the skills essential for generative AI technologies, and the symbiosis of domain expertise and technical skills in the industry.
References
Become a generative AI developer in this FREE code-along series. Learn to build a chatbot using the OpenAI API, the Pinecone API, and LangChain, and learn to build NLP and image applications with Hugging Face. https://www.datacamp.com/ai-code-alongs
Learn to use ChatGPT and the OpenAI API in the OpenAI Fundamentals skill track. https://www.datacamp.com/tracks/openai-fundamentals
Get started with deep learning using PyTorch in the Introduction to Deep Learning with PyTorch course. https://www.datacamp.com/courses/introduction-to-deep-learning-with-pytorch
Monday Oct 09, 2023
Elon is right this time: Rust is the language of AI (Ep. 240)
Monday Oct 09, 2023
Monday Oct 09, 2023
In this episode, I delve into Elon Musk's foresight on the future of AI as he champions Rust programming language. Here is why Rust stands at the forefront of AI technology and the potential it holds.
References
https://github.com/WasmEdge/mediapipe-rs
https://blog.stackademic.com/why-did-elon-musk-say-that-rust-is-the-language-of-agi-eb36303ce341
Wednesday Apr 26, 2023
Wednesday Apr 26, 2023
The journey of porting our projects to Rust was intense, but it was a decision we made to improve the quality of our software. The migration was not an easy task, as it required a considerable amount of time and resources. However, it was worth the effort as we have seen significant improvements in code reusability, code cleanliness, and performance.In this episode I will tell you why you should consider taking that journey too.
Tuesday Oct 25, 2022
Private machine learning done right (Ep. 207)
Tuesday Oct 25, 2022
Tuesday Oct 25, 2022
There are many solutions to private machine learning. I am pretty confident when I say that the one we are speaking in this episode is probably one of the most feasible and reliable.I am with Daniel Huynh, CEO of Mithril Security, a graduate from Ecole Polytechnique with a specialisation in AI and data science. He worked at Microsoft on Privacy Enhancing Technologies under the office of the CTO of Microsoft France. He has written articles on Homomorphic Encryptions with the CKKS explained series (https://blog.openmined.org/ckks-explained-part-1-simple-encoding-and-decoding/). He is now focusing on Confidential Computing at Mithril Security and has written extensive articles on the topic: https://blog.mithrilsecurity.io/.
In this show we speak about confidential computing, SGX and private machine learning
References
Mithril Security: https://www.mithrilsecurity.io/
BindAI GitHub: https://github.com/mithril-security/blindai
Use cases for BlindAI:Deploy Transformers models with confidentiality: https://blog.mithrilsecurity.io/transformers-with-confidentiality/
Confidential medical image analysis with COVID-Net and BlindAI: https://blog.mithrilsecurity.io/confidential-covidnet-with-blindai/
Build a privacy-by-design voice assistant with BlindAI: https://blog.mithrilsecurity.io/privacy-voice-ai-with-blindai/
Confidential Computing Explained: https://blog.mithrilsecurity.io/confidential-computing-explained-part-1-introduction/
Confidential Computing Consortium: https://confidentialcomputing.io/
Confidential Computing White Papers: https://confidentialcomputing.io/white-papers-reports/
List of Intel processors with Intel SGX:https://www.intel.com/content/www/us/en/support/articles/000028173/processors.html
https://github.com/ayeks/SGX-hardware
Azure Confidential Computing VMs with SGX:Azure Docs: https://docs.microsoft.com/en-us/azure/confidential-computing/confidential-computing-enclaves
How to deploy BlindAI on Azure: https://docs.mithrilsecurity.io/getting-started/cloud-deployment/azure-dcsv3
Confidential Computing 101: https://www.youtube.com/watch?v=77U12Ss38Zc
Rust: https://www.rust-lang.org/
ONNX: https://github.com/onnx/onnx
Tract, a Rust inference engine for ONNX models: https://github.com/sonos/tract
Tuesday Sep 14, 2021
Send compute to data with POSH data-aware shell (Ep. 169)
Tuesday Sep 14, 2021
Tuesday Sep 14, 2021
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Amethix Technologies
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
Paper https://deeptir.me/papers/posh-atc20.pdf
Code https://github.com/deeptir18/posh
Thursday Jul 08, 2021
Apache Arrow, Ballista and Big Data in Rust with Andy Grove RB (Ep. 160)
Thursday Jul 08, 2021
Thursday Jul 08, 2021
Do you want to know the latest in big data analytics frameworks? Have you ever heard of Apache Arrow? Rust? Ballista? In this episode I speak with Andy Grove one of the main authors of Apache Arrow and Ballista compute engine.Andy explains some challenges while he was designing the Arrow and Ballista memory models and he describes some amazing solutions.
Our Sponsors
If building software is your passion, you’ll love ThoughtWorks Technology Podcast. It’s a podcast for techies by techies. Their team of experienced technologists take a deep dive into a tech topic that’s piqued their interest — it could be how machine learning is being used in astrophysics or maybe how to succeed at continuous delivery.
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
https://arrow.apache.org/
https://ballistacompute.org/
https://github.com/ballista-compute/ballista
Thursday Jul 01, 2021
Pandas vs Rust [RB] (Ep. 158)
Thursday Jul 01, 2021
Thursday Jul 01, 2021
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Thursday Apr 08, 2021
Polars: the fastest dataframe crate in Rust - with Ritchie Vink (Ep. 146)
Thursday Apr 08, 2021
Thursday Apr 08, 2021
In this episode I speak with Ritchie Vink, the author of Polars, a crate that is the fastest dataframe library at date of speaking :) If you want to participate to an amazing Rust open source project, this is your change to collaborate to the official repository in the references.
References
https://github.com/ritchie46/polars