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Data Science at Home

Francesco Gadaletadatascienceathome.podbean.com

Cutting through AI bullsh*t.
Come join the discussion on Discord!
https://discord.gg/4UNKGf3

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Episodes

History of data science [RB] (Ep. 188)

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 adva...

Feb 16, 202240 minEp. 188

Artificial Intelligence and Cloud Automation with Leon Kuperman from Cast.ai (Ep. 187)

In this episode I speak about AI and cloud automation with Leon Kuperman, co-founder and CTO at CAST AI. Formerly Vice President of Security Products OCI at Oracle, Leon’s professional experience spans across tech companies such as IBM, Truition, and HostedPCI. 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...

Feb 08, 202240 minEp. 187

Embedded Machine Learning: Part 5 - Machine Learning Compiler Optimization (Ep. 186)

This is the last episode of the series "Embedded ML" and I made it for the bravest :) I speak about machine learning compiler optimization to a much greater detail. 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, pharmaceutica...

Feb 03, 202249 minEp. 186

Embedded Machine Learning: Part 4 - Machine Learning Compilers (Ep. 185)

In this episode I speak about machine learning compilers, the most important tools to bridge the gap between high level frontends, ML backends and hardware target architectures. There are several compilers one can choose. Before that, let's get familiar with what a compiler is supposed to do. 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 I...

Jan 25, 202234 minEp. 185

Embedded Machine Learning: Part 3 - Network Quantization (Ep. 184)

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 M...

Jan 20, 202226 minEp. 184

Embedded Machine Learning: Part 2 (Ep. 183)

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

Jan 15, 202216 minEp. 183

Embedded Machine Learning: Part 1 (Ep.182)

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. Ameth...

Jan 10, 202225 minEp. 182

History of Data Science (Ep. 181)

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 adva...

Dec 19, 202140 minEp. 181

Capturing Data at the Edge (Ep. 180)

In this episode I speak with Manavalan Krishnan from Tsecond about capturing massive amounts of data at the edge with security and reliability in mind. This episode is brought to you by Tsecond The growth of data being created at static and moving edges across industries such as air travel, ocean and space exploration, shipping and freight, oil and gas, media, and more proposes numerous challenges in capturing, processing, and analyzing large amounts of data. and by Amethix Technologies Amethix ...

Dec 14, 202136 minEp. 180

[RB] Composable Artificial Intelligence (Ep. 179)

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 disintermedi...

Dec 07, 202117 minEp. 179

What is a data mesh and why it is relevant (Ep. 178)

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. Join us on Discord Feel free to drop by and have a chat with the host and the follow...

Nov 30, 202116 minEp. 178

Environmentally friendly AI (Ep. 177)

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 mod...

Nov 23, 202119 minEp. 177

Do you fear of AI? Why? (Ep. 176)

This episode summarizes a study about trends of AI in 2021, the way AI is perceived by people of different background and some other weird questions. For instance, would you have sexual intercourse with a robot? Would you be in a relationship with an artificial intelligence? The study has been conducted by Tidio.com and reported at https://www.tidio.com/blog/ai-trends/ Sponsors This episode is supported by Amethix Technologies . Amethix uses machine learning and advanced analytics to empower peo...

Nov 16, 202120 minEp. 176

Composable models and artificial general intelligence (Ep. 175)

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. Am...

Nov 09, 202117 minEp. 175

Ethics and explainability in AI with Erika Agostinelli from IBM (ep. 174)

AI, ethics, and explainability. Are these topics that only large corporations can spend resources on? Can product-focused startups even think about them? We answer such questions in this amazing episode with Erika Agostinelli from the AI Elite team at IBM. 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 solution...

Nov 02, 202131 minEp. 174

Fighting Climate Change as a Technologist (Ep. 172)

The content of this episode has been created by Sylvain Kerkour Feel free to subscribe to his newsletter at https://kerkour.com Projects worth considering Open Source Ecology : are building a set of Open Source and reusable blueprints for a civilization that you can build yourself. From powercube to an entire tractor. The Framework laptop : while you can live without a phone, it’s close to impossible to live without a computer nowadays. So better buy one that you will be able to use for a decade...

Oct 19, 202120 minEp. 172

AI in the Enterprise with IBM Global AI Strategist Mara Pometti (Ep. 171)

IBM Global AI Strategist Mara Pometti is IBM’s first AI Strategist. She defines and designs the strategy for AI solutions by revealing overlooked insights hidden in enterprises’ data. In this episode we speak about strategy, explainable AI and data storytelling. References IBM Trustworthy AI: https://www.ibm.com/watson/trustworthy-ai IBM AIX360: https://aix360.mybluemix.net/ Explainable AI and Data Storytelling: https://medium.com/aixdesign/the-next-generation-of-storytelling-1d5fecc8f999 Mara P...

Oct 11, 202135 minEp. 171

Speaking about data with Mikkel Settnes from Dreamdata.io (Ep. 170)

In this episode Mikkel and Francesco have a really interesting conversation about some key differences between large and small organization in approaching machine learning. Listen to the episode to know more. References https://dreamdata.io/b2b-attribution https://dreamdata.io/services https://www.nature.com/articles/s43586-020-00001-2...

Sep 24, 202134 minEp. 170

Send compute to data with POSH data-aware shell (Ep. 169)

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 produ...

Sep 14, 202122 minEp. 169

How are organisations doing with data and AI? (Ep. 168)

A few weeks ago I was the guest of a very interesting show called "AI Today". In that episode I talked about some of the biggest trends emerging in AI and machine learning today as well as how organizations are dealing with and managing their data. The original show has been published at https://www.cognilytica.com/2021/08/11/ai-today-podcast-interview-with-francesco-gadaleta-host-of-data-science-at-home-podcast/ Our Sponsors Quantum Metric Stay off the naughty list this holiday season by reduci...

Sep 07, 202136 minEp. 168

Don't fight! Cooperate. Generative Teaching Networks (Ep. 167)

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 ...

Aug 31, 202116 minEp. 167

CSV sucks. Here is why. (Ep. 166)

It's time we get serious about replacing the CSV format with something that, guess what? it has been around for so long. In this episode I explain the good parts of CSV files and the not so good ones. It's time we evolve to something better. 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 re...

Aug 24, 202120 minEp. 166

Reinforcement Learning is all you need. Or is it? (Ep. 165)

Is reinforcement learning sufficient to build truly intelligent machines? Listen to this episode to find out. 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 bespo...

Aug 17, 202130 minEp. 165

What's happening with AI today? (Ep. 164)

In this episode I have a wonderful chat with Ronald Schmelzer and Kathleen Walch, authors of "AI Today" the top podcast for those wanting a no-hype, practical, real-world insight into what enterprises, public sector agencies, thought leaders, leading technology companies, pundits, and experts are doing with AI today. Sponsored by Quantum Metric Did you know that 2021 holiday ecommerce sales are expected to exceed 2020 benchmarks? Are you prepared to capture every customer revenue opportunity? Wi...

Aug 11, 202125 minEp. 165

2 effective ways to explain your predictions (Ep. 163)

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 Fisher, Aaron, Cynthia Rudin, and Francesca Dominici. “Model Class Reliance: Variable importance measures for any machine lea...

Aug 03, 202124 minEp. 158

The Netflix challenge. Fair or what? (Ep. 162)

Remember the Netflix challenge? It was a ton of money for the one who would have cracked the problem of recommending the best possible movie. Was it a fair challenge? Did it work? Let me tell you what happened... 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...

Jul 22, 202122 minEp. 161

Artificial Intelligence for Blockchains with Jonathan Ward CTO of Fetch AI (Ep. 161)

In this episode Fetch AI CTO Jonathan Ward speaks about decentralization, AI, blockchain for smart cities and the enterprise. Below some great links about collective learning, smart contracts in Rust and the Fetch AI ecosystem. Decentralised collective learning: https://github.com/fetchai/colearn Smart contracting platform written in Rust https://docs.cosmwasm.com/docs/0.14/ Fetch.ai cosmwasm contracts for collective learning: https://github.com/fetchai/contract-learn How the Colearn system work...

Jul 15, 202133 minEp. 164

Apache Arrow, Ballista and Big Data in Rust with Andy Grove RB (Ep. 160)

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...

Jul 08, 202129 minEp. 163

GitHub Copilot: yay or nay? (Ep. 159)

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...

Jul 06, 202132 minEp. 162
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