Data Science at Home
Episodes
Thursday Jan 26, 2023
Chatting with ChatGPT: Pros and Cons of Advanced Language AI (Ep. 215)
Thursday Jan 26, 2023
Thursday Jan 26, 2023
In this episode, I'll be discussing the capabilities and limitations of ChatGPT, an advanced language AI model. I'll go over its power to understand and respond to natural language, and its applications in tasks such as language translation and text summarization. However, I'll also touch on the challenges that still need to be overcome such as bias and data privacy concerns. Tune in for a comprehensive look at the current state of advanced language AI.
References
https://datascienceathome.com/have-you-met-shannon-conversation-with-jimmy-soni-and-rob-goodman-about-one-of-the-greatest-minds-in-history/
Saturday Jan 14, 2023
Accelerating Perception Development with Synthetic Data (Ep. 214)
Saturday Jan 14, 2023
Saturday Jan 14, 2023
In this episode I am with Kevin McNamara, founder and CEO of Parallel Domain. We speak about a very effective method to generate synthetic data that is currently in production at Parallel Domain.
Enjoy the show!
References
Parallel Domain Synthetic Data Improves Cyclist Detection (blog post):
https://paralleldomain.com/parallel-domain-synthetic-data-improves-cyclist-detection/
Beating the State of the Art in Object Tracking with Synthetic Data:
https://paralleldomain.com/beating-the-state-of-the-art-in-object-tracking-with-synthetic-data/
Parallel Domain Open Synthetic Dataset:
https://paralleldomain.com/open-datasets/bicycle-detection
How Toyota Research Institute Trains Better Computer Vision Models with PD Synthetic Data (interview):
https://www.youtube.com/watch?v=QIYttoVxf2w
Career Opportunities:
https://paralleldomain.com/careers
Tuesday Dec 13, 2022
Edge AI applications for military and space [RB] (Ep. 213)
Tuesday Dec 13, 2022
Tuesday Dec 13, 2022
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Amethix works to create and maximize the impact of the world’s leading corporations and startups, so they can create a better future for everyone they serve. We provide solutions in AI/ML, Fintech, Healthcare/RWE, and Predictive maintenance.
Thursday Dec 08, 2022
From image to 3D model (Ep. 212)
Thursday Dec 08, 2022
Thursday Dec 08, 2022
Is it possible to reconstruct a 3D model from a simple image?
Under certain constraints, it is! In this episode I tell you how.
Our Sponsors
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Amethix works to create and maximize the impact of the world’s leading corporations and startups, so they can create a better future for everyone they serve. We provide solutions in AI/ML, Fintech, Healthcare/RWE, and Predictive maintenance.
References
https://github.com/isl-org/Open3D
https://huggingface.co/docs/transformers/model_doc/glpn
https://arxiv.org/abs/2201.07436
Friday Dec 02, 2022
Machine learning is physics (Ep. 211)
Friday Dec 02, 2022
Friday Dec 02, 2022
What if we borrowed from physics some theories that would interpret deep learning and machine learning in general?Here is a list of plausible ways to interpret our beloved ML models and understand why they works, or they don't.Enjoy the show!
Our Sponsors
NordPass Business has developed a password manager, that will save you a lot of time and energy whenever you need access to business accounts, work across devices, even with the other members of your team, or whenever you need to share sensitive data with your colleagues, or make payments efficiently. All this with the highest standard of cyber secure technology.
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Amethix works to create and maximize the impact of the world’s leading corporations and startups, so they can create a better future for everyone they serve. We provide solutions in AI/ML, Fintech, Healthcare/RWE, and Predictive maintenance.
Monday Nov 21, 2022
Autonomous cars cannot drive. Here is why. (Ep. 210)
Monday Nov 21, 2022
Monday Nov 21, 2022
If you think that the problem of self-driving cars has been solved, think twice.As a matter of fact, the problem of self-driving cars cannot be solved with the technical solutions that companies are currently considering. Don't get fooled by marketing and PR on social media. Whoever is telling you they solved the problem of driving a vehicle fully autonomously, they are lying.Here is why.
Our Sponsors
Explore the Complex World of Regulations. Compliance can be overwhelming. Multiple frameworks. Overlapping requirements. Let Arctic Wolf be your guide.Check it out at https://arcticwolf.com/datascience
Amethix works to create and maximize the impact of the world’s leading corporations and startups, so they can create a better future for everyone they serve. We provide solutions in AI/ML, Fintech, Healthcare/RWE, and Predictive maintenance.
Wednesday Nov 02, 2022
[RB] Is studying AI in academia a waste of time? (Ep. 208)
Wednesday Nov 02, 2022
Wednesday Nov 02, 2022
Companies and other business entities are actively involved in defining data products and applied research every year. Academia has always played a role in creating new methods and solutions/algorithms in the fields of machine learning and artificial intelligence.However, there is doubt about how powerful and effective such research efforts are.Is studying AI in academia a waste of time?
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Amethix works to create and maximize the impact of the world’s leading corporations and startups, so they can create a better future for everyone they serve. We provide solutions in AI/ML, Fintech, Healthcare/RWE, and Predictive maintenance.
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
Saturday Oct 15, 2022
Edge AI for applications in military and space (Ep. 206)
Saturday Oct 15, 2022
Saturday Oct 15, 2022
Our Sponsors
Ready to advance your career in data science? University of Cincinnati Online offers nationally recognized educational programs in business analytics and information systems. Predictive Analytics Today named UC as the No.1 MS Data Science school in the country and is nationally recognized with a proven track record of placing students at high-profile companies such as Google, Amazon and P&G. Discover more about the University of Cincinnati’s 100% online master’s degree programs at online.uc.edu/obais
Amethix works to create and maximize the impact of the world’s leading corporations and startups, so they can create a better future for everyone they serve. We provide solutions in AI/ML, Fintech, Healthcare/RWE, and Predictive maintenance.
Wednesday Oct 05, 2022
[RB] What are generalist agents and why they can change the AI game (Ep. 205)
Wednesday Oct 05, 2022
Wednesday Oct 05, 2022
That deep learning alone is not sufficient to solve artificial general intelligence, is more and more accepted statement.
Generalist agents have great properties that can overcome some of the limitations of single-task deep learning models.
Be aware, we are still far from AGI, though.
So what are generalist agents?
References
https://arxiv.org/pdf/2205.06175