Data Science at Home
Episodes
Thursday Jan 20, 2022
Embedded Machine Learning: Part 3 - Network Quantization (Ep. 184)
Thursday Jan 20, 2022
Thursday Jan 20, 2022
In this episode I speak about neural network quantization, a technique that makes networks feasible for embedded systems and small devices.
There are many quantization techniques depending on several factors that are all important to consider during design and implementation.
Enjoy the episode!
Chat with me
Join us on Discord community chat to discuss the show, suggest new episodes and chat with other listeners!
Sponsored by 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.
Links
Amethix Embedded Machine Learning
Introduction to quantization on Pytorch
Saturday Jan 15, 2022
Embedded Machine Learning: Part 2 (Ep. 183)
Saturday Jan 15, 2022
Saturday Jan 15, 2022
In Part 2 of Embedded Machine Learning, I speak about one important technique to prune a neural network and perform inference on small devices. Such technique helps preserving most of the accuracy with a model orders of magnitude smaller.
Enjoy the show!
References
The Lottery Ticket Hypothesis: Finding Sparse, Trainable Neural Networks
Monday Jan 10, 2022
Embedded Machine Learning: Part 1 (Ep.182)
Monday Jan 10, 2022
Monday Jan 10, 2022
This episode is the first of a series about Embedded Machine Learning. I explain the requirements of tiny devices and how it is possible to run machine learning models.
Join us on Discord community chat to discuss the show, suggest new episodes and chat with other listeners!
Sponsored by 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
https://datascienceathome.com/compressing-deep-learning-models-distillation-ep-104/
Sunday Dec 19, 2021
History of Data Science (Ep. 181)
Sunday Dec 19, 2021
Sunday Dec 19, 2021
How did we get here? Who invented the methods data scientists use every day?
We answer such questions and much more in this wonderful episode with Triveni Gandhi, Senior Data Scientist and Shaun McGirr, AI Evangelist at Dataiku. We cover topics about the history of data science, ethical AI and...
This episode is brought to you by Dataiku
With Dataiku, you have everything you need to build and deploy AI projects in one place, including easy-to-use data preparation and pipelines, AutoML, and advanced automation.
and by 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
www.historyofdatascience.com
Tuesday Dec 07, 2021
[RB] Composable Artificial Intelligence (Ep. 179)
Tuesday Dec 07, 2021
Tuesday Dec 07, 2021
If you think deep learning is a method to get to AGI, think again. Humans, as well as all mammals think in a... composable way.
Come chat with us on Discord
Sponsors
This episode is brought to you by 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.
Tuesday Nov 09, 2021
Composable models and artificial general intelligence (Ep. 175)
Tuesday Nov 09, 2021
Tuesday Nov 09, 2021
If you think deep learning is a method to get to AGI, think again. Humans, as well as all mammals think in a... composable way.
Sponsors
This episode is brought to you by Advanced RISC Machines (ARM). ARM is a family of reduced instruction set computing architectures for computer processors https://www.arm.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.
Tuesday Oct 26, 2021
Is neural hash by Apple violating our privacy? (Ep. 173)
Tuesday Oct 26, 2021
Tuesday Oct 26, 2021
Sponsor
This episode is brought to you by Advanced RISC Machines (ARM). ARM is a family of reduced instruction set computing architectures for computer processors https://www.arm.com/
Tuesday Aug 31, 2021
Don't fight! Cooperate. Generative Teaching Networks (Ep. 167)
Tuesday Aug 31, 2021
Tuesday Aug 31, 2021
Remember GANs? Generative Adversarial Networks for synthetic data generation? There is a new method called Generative Teaching Networks, that uses similar concepts - just quite the opposite :P - to train models faster, better and with less data.
Enjoy the show!
Our Sponsors
Quantum Metric
Stay off the naughty list this holiday season by reducing customer friction, increasing conversions, and personalizing the shopping experience. Want a sneak peak? Visit us at quantummetric.com/podoffer and see if you qualify to receive our “12 Days of Insights” offer with code DATASCIENCE. This offer gives you 12-day access to our platform coupled with a bespoke insight report that will help you identify where customers are struggling or engaging in your digital product.
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
Generative Teaching Networks: Accelerating Neural Architecture Search by Learning to Generate Synthetic Training Data https://arxiv.org/abs/1912.07768
Tuesday Jul 06, 2021
GitHub Copilot: yay or nay? (Ep. 159)
Tuesday Jul 06, 2021
Tuesday Jul 06, 2021
It made already quite some noise in the news, GitHub copilot promises to be your pair programmer for life.In this episode I explain how and what GitHub copilot does. Should developers be happy, scared or just keep coding the traditional way?
Sponsors
Get one of the best VPN at a massive discount with coupon code DATASCIENCE. It provides you with an 83% discount which unlocks the best price in the market plus 3 extra months for free. Here is the link https://surfshark.deals/DATASCIENCE
Friday Jun 04, 2021
True Machine Intelligence just like the human brain (Ep. 155)
Friday Jun 04, 2021
Friday Jun 04, 2021
In this episode I have a really interesting conversation with Karan Grewal, member of the research staff at Numenta where he investigates how biological principles of intelligence can be translated into silicon.We speak about the thousand brains theory and why neural networks forget.
References
Main paper on the Thousand Brains Theory: https://www.frontiersin.org/articles/10.3389/fncir.2018.00121/full
Blog post on Thousand Brains Theory: https://numenta.com/blog/2019/01/16/the-thousand-brains-theory-of-intelligence/
GLOM paper by Geoff Hinton: https://arxiv.org/pdf/2102.12627.pdf
Why neural networks forget? https://numenta.com/blog/2021/02/04/why-neural-networks-forget-and-lessons-from-the-brain