Damien Benveniste PhD - Machine Learning 101

Damien Benveniste PhD - Machine Learning 101

In this episode Lauren Hawker Zafer is joined by Damien Benveniste PhD⁠

Who is Damien Benveniste PhD?

10 years ago, after a Ph.D. in theoretical Physics, Damien started his career in Machine Learning and Data Science.

He has been a Data Scientist, Machine Learning Engineer, and a Software Engineer. In these roles he has led various machine learning projects in diverse industry sectors such as: AdTech, Market Research, Financial Advising, Cloud Management, Online Retail, Marketing, Credit Score Modeling, Data Storage, Healthcare and Energy Valuation.

Recently, he was a machine learning tech lead at Meta on the automation at scale of model optimisation for Ads ranking. He is also a machine learning top voice on LinkedIn.

At present, Damien focuses on a more entrepreneurial journey where he builds tech businesses and writes about his experience. If you are interested in reading about his experience then check out his newsletter: ⁠The AI Edge.⁠


Why this Episode?

🎙️ Get ready to embark on an enlightening journey through the world of Machine Learning 101! 🤖

In our upcoming episode, we're diving deep into the fundamental concepts of machine learning and navigating the complexities of this ever-evolving field.


Join us as Lauren and Damien explore:

🤔 What confuses people when discussing machine learning, and how can we untangle the web of differences in learning?

🌟 Discover the essential distinctions between supervised, unsupervised, and reinforcement learning, and see how they tackle real-world problems head-on.

🧠 Uncover the secrets of neural networks and explore the magic of CNNs and RNNs in solving diverse problems.

📸 Delve into the world of unstructured data, from images to text and audio, and uncover the challenges and considerations in ML tasks.

📊 Learn how to handpick and evaluate the perfect performance metrics for various machine learning tasks.

🤯 Delve into the trade-offs between model complexity and interpretability, with a spotlight on model explainability in real-world applications.

💡 Explore the ethical considerations and potential risks of deploying machine learning models, and discover how to ensure responsible AI development.

🤖 As well as: can Machines Learn Morality? Dive into the exciting world of ethical reasoning in AI, and uncover the challenges and opportunities that lie ahead.

Don't miss this episode where we unravel the fascinating world of Machine Learning 101! Tune in for a journey of knowledge and insight into the heart of artificial intelligence. 🚀 #RedefiningAI #MachineLearning101


REDEFINING AI is powered by The Squirro Academy - learn.squirro.com. Try our free courses on AI, ML, NLP and Cognitive Search at the Squirro Academy and find out more about Squirro here.

Episoder(127)

Dr. Mitesh Rao - Redefining Healthcare - Harnessing Data to Drive AI-Powered Change

Dr. Mitesh Rao - Redefining Healthcare - Harnessing Data to Drive AI-Powered Change

In this episode Redefining Healthcare - Harnessing Data to Drive AI-Powered Change, Lauren Hawker Zafer engages with Dr. Mitesh Rao. This unique conversation dives into the advancement of healthcare and the immense possibilities that lie ahead when we harness the power of AI and data to shape a common language of data across the US healthcare landscape. Our show survives because of its community, don't forget to subscribe and share the show with your friends! Who is Dr. Mitesh B. Rao? Dr. Mitesh Rao, MD, MHS is the Founder and CEO of OMNY Health, a venture-backed company revolutionizing how healthcare organizations collaborate and advance science through the common language of data. Encompassing timely and comprehensive real-world data from direct partnerships with IDNs, AMCs, specialty networks, and other providers across the US, OMNY Health's proprietary platform provides the foundation for stakeholders across the healthcare ecosystem to compliantly and efficiently share data and insights, as well as pursue broader data-driven partnerships. Prior to founding OMNY Health, Dr. Rao developed a national reputation as a leader in healthcare safety. A Board-Certified Emergency Medicine Physician and Assistant Professor of Emergency Medicine at Stanford, he most recently served as the Chief Patient Safety Officer for Stanford Healthcare where he led Patient Safety, Quality, and System Redesign for the Enterprise. Dr. Rao also served as Director of the Center for Advancing Patient Safety at Northwestern Memorial Hospital, which focused on implementing new innovations in the fields of Patient Safety and Quality Improvement. Dr. Rao began his career as a Fellow in the Robert Wood Johnson Clinical Scholars Program at Yale University.  #ai #techpodcast #redefiningai #squirro

14 Okt 202426min

Spotlight Fifteen - Redefining Healthcare - Harnessing Data to Drive AI-Powered Change

Spotlight Fifteen - Redefining Healthcare - Harnessing Data to Drive AI-Powered Change

Season Three - Spotlight Fifteen Our fifthteen spotlight of this season is a snippet of our upcoming episode: Dr. Mitesh Rao - Redefining Healthcare - Harnessing Data to Drive AI-Powered Change. Join host Lauren Hawker Zafer and guest Dr. Mitesh B. Rao as they dive into healthcare and the immense possibilities that lie ahead when we harness the power of AI and data to shape the future of healthcare. Our show survives because of its community, don't forget to subscribe and share the show with your friends. Who is Dr. Mitesh B. Rao? Dr. Mitesh Rao, MD, MHS is the Founder and CEO of OMNY Health, a venture-backed company revolutionizing how healthcare organizations collaborate and advance science through the common language of data. Encompassing timely and comprehensive real-world data from direct partnerships with IDNs, AMCs, specialty networks, and other providers across the US, OMNY Health's proprietary platform provides the foundation for stakeholders across the healthcare ecosystem to compliantly and efficiently share data and insights, as well as pursue broader data-driven partnerships. Prior to founding OMNY Health, Dr. Rao developed a national reputation as a leader in healthcare safety. A Board-Certified Emergency Medicine Physician and Assistant Professor of Emergency Medicine at Stanford, he most recently served as the Chief Patient Safety Officer for Stanford Healthcare where he led Patient Safety, Quality, and System Redesign for the Enterprise. Dr. Rao also served as Director of the Center for Advancing Patient Safety at Northwestern Memorial Hospital, which focused on implementing new innovations in the fields of Patient Safety and Quality Improvement. Dr. Rao began his career as a Fellow in the Robert Wood Johnson Clinical Scholars Program at Yale University.  #ai #techpodcast #redefiningai #squirro

7 Okt 20241min

Anders Indset - Activation, Progress and Technology - The Viking Code

Anders Indset - Activation, Progress and Technology - The Viking Code

In this episode Lauren Hawker Zafer engages with Anders Indset. This fascinating conversation between Anders and Lauren focuses on the intersection between humanity and technology.  As a recognized thinker in technology and leadership by Thinkers50, Indset shares his perspective on emerging trends that will significantly impact these fields in the coming decade. This episode offers valuable insights for anyone interested in the intersection of culture, philosophy, and business innovation. Our show survives because of its community, don't forget to subscribe and share the show with your friends. Who is Anders Indset? Internationally acclaimed keynote speaker and “Business Philosopher” ⁠⁠Anders Indset⁠⁠—Norwegian-born author, deep-tech investor, and former elite athlete.Anders is a fifth-time Spiegel best-selling author, author of six international books, and has been recognized by Thinkers50 as one of the influential thinkers in the fields of technology and leadership in the years to come.  Anders has two decades of experience in working with multinational companies and is a sought-after ⁠⁠guest lecturer⁠⁠ at leading international business schools. Whether on big stages or in small groups, with his unconventional way of thinking and his inspiring and dynamic personality, he moves and activates people, and leads them beyond ‘the given’ and what they hold to be self-evident. Anders’ work focuses on the dialogue between philosophy and business, which has boundless potential. Philosophy—“the art of being wrong”—supports the continuous improvement of business models, methods, and strategies by critically questioning basic economic assumptions and beliefs and uncovering core problems.  The unlimited openness of this approach to paradoxes, differences, and ambiguities harbors the potential from which innovative and sustainable entrepreneurial perspectives and solutions can emerge. In his forthcoming book, ⁠⁠The Viking Code⁠⁠ (Wiley, September 2024) Anders reveals the secrets of Norwegian success in sports and beyond. By studying Norwegian success we can develop a new performance culture that is based on fun and positivity and deeply rooted in values. Anders Indset impressively shows what leaders in business and politics, as well as society as a whole, can learn from the Viking Code, and vividly illustrates how a new, value-based performance culture can become a reality. #ai #techpodcast #redefiningai #squirro

12 Sep 202427min

 Spotlight Fourteen - Activation, Progress and Technology - The Viking Code

Spotlight Fourteen - Activation, Progress and Technology - The Viking Code

Season Three - Spotlight Fourteen Our fourteenth spotlight of this season is a snippet of our upcoming episode: Anders Indset - Activation, Progress and Technology - The Viking Code. Join host Lauren Hawker Zafer as she engages with Anders Indset. Anders and Lauren talk about the intersection between humanity and technology.  As a recognized thinker in technology and leadership by Thinkers50, Indset shares his perspective on emerging trends that will significantly impact these fields in the coming decade. This episode promises to offer valuable insights for anyone interested in the intersection of culture, philosophy, and business innovation. Our show survives because of its community, don't forget to subscribe and share the show with your friends. Who is Anders Indset? Internationally acclaimed keynote speaker and “Business Philosopher” ⁠Anders Indset⁠—Norwegian-born author, deep-tech investor, and former elite athlete.Anders is a fifth-time Spiegel best-selling author, author of six international books, and has been recognized by Thinkers50 as one of the influential thinkers in the fields of technology and leadership in the years to come.  Anders has two decades of experience in working with multinational companies and is a sought-after ⁠guest lecturer⁠ at leading international business schools. Whether on big stages or in small groups, with his unconventional way of thinking and his inspiring and dynamic personality, he moves and activates people, and leads them beyond ‘the given’ and what they hold to be self-evident. Anders’ work focuses on the dialogue between philosophy and business, which has boundless potential. Philosophy—“the art of being wrong”—supports the continuous improvement of business models, methods, and strategies by critically questioning basic economic assumptions and beliefs and uncovering core problems.  The unlimited openness of this approach to paradoxes, differences, and ambiguities harbors the potential from which innovative and sustainable entrepreneurial perspectives and solutions can emerge. In his forthcoming book, ⁠The Viking Code⁠ (Wiley, September 2024) Anders reveals the secrets of Norwegian success in sports and beyond. By studying Norwegian success we can develop a new performance culture that is based on fun and positivity and deeply rooted in values. Anders Indset impressively shows what leaders in business and politics, as well as society as a whole, can learn from the Viking Code, and vividly illustrates how a new, value-based performance culture can become a reality. #ai #techpodcast #redefiningai #squirro

3 Sep 20242min

Pedro Domingos - AI - 2040

Pedro Domingos - AI - 2040

In this episode, Pedro Domingos - AI - 2040 - Lauren Hawker Zafer is joined by Pedro Domingos. This unique conversation explores AI's impact on politics, particularly in voter targeting and campaign strategies, and the concept of AI as a tool for enhancing collective intelligence. Domingos, with over 200 technical publications and numerous accolades, shares insights on the future of AI, its challenges, and opportunities. Who is Pedro Domingos? Pedro Domingos is a renowned AI researcher, tech industry insider, and Professor Emeritus of Computer Science and Engineering at the University of Washington. He is the author of the best-selling book The Master Algorithm: How the Quest for the Ultimate Learning Machine Will Remake Our World (Basic Books, 2015), which has been translated into over twelve languages and sold over 300,000 copies. He won the SIGKDD Innovation Award and the IJCAI John McCarthy Award, two of the highest honors in data science and AI. Domingos is Fellow of the AAAS and AAAI and received an NSF CAREER Award, a Sloan Fellowship, a Fulbright Scholarship, an IBM Faculty Award, several best paper awards, and other distinctions. Pedro received an undergraduate degree (1988) and M.S. in Electrical Engineering and Computer Science (1992) from IST in Lisbon and an M.S. (1994) and Ph.D. (1997) in Information and Computer Science from the University of California at Irvine. Pedro is the author/co-author of over 200 technical publications in machine learning, data science, and other areas. He’s a member of the editorial board of the Machine Learning journal, co-founder of the International Machine Learning Society, and past associate editor of JAIR. He was the program co-chair of KDD-2003 and SRL-2009, and I've served on the program committees of AAAI, ICML, IJCAI, KDD, NIPS, SIGMOD, UAI, WWW, and others. His work has been featured in the Wall Street Journal, Spectator, Scientific American, Wired, and elsewhere. Lastly, Domingos helped start the fields of statistical relational AI, data stream mining, adversarial learning, machine learning for information integration, and influence maximization in social networks. He lives in Seattle. #ai #techpodcast #redefiningai #squirro

14 Aug 202429min

Spotlight Thirteen - AI - 2040

Spotlight Thirteen - AI - 2040

Season Three - Spotlight Thirteen Our thirteenth spotlight of this season is a snippet of our upcoming episode: Pedro Domingos - AI - 2040 Join host Lauren Hawker Zafer as she engages with Pedro Domingos. This unique conversation explores AI's impact on politics, particularly in voter targeting and campaign strategies, and the concept of AI as a tool for enhancing collective intelligence. Domingos, with over 200 technical publications and numerous accolades, shares insights on the future of AI, its challenges, and opportunities. Who is Pedro Domingos? Pedro Domingos is a renowned AI researcher, tech industry insider, and Professor Emeritus of Computer Science and Engineering at the University of Washington. He is the author of the best-selling book The Master Algorithm: How the Quest for the Ultimate Learning Machine Will Remake Our World (Basic Books, 2015), which has been translated into over twelve languages and sold over 300,000 copies. He won the SIGKDD Innovation Award and theIJCAI John McCarthy Award, two of the highesthonors in data science and AI. Domingos is Fellow of the AAAS and AAAI and received an NSF CAREER Award, a Sloan Fellowship, a Fulbright Scholarship, an IBM Faculty Award, several best paper awards, and other distinctions. Pedro received an undergraduate degree (1988) and M.S. in Electrical Engineering and Computer Science (1992) from IST in Lisbon and an M.S. (1994) and Ph.D. (1997) in Information and Computer Science from the University of California at Irvine. Pedro is the author/co-author of over 200 technical publications in machine learning, data science, and other areas. He’s a member of the editorial board of the Machine Learning journal, co-founder of the International Machine Learning Society, and past associate editor of JAIR. He was the program co-chair of KDD-2003 and SRL-2009, and I've served on the program committees of AAAI, ICML, IJCAI, KDD, NIPS, SIGMOD, UAI, WWW, and others. His work has been featured in the Wall Street Journal, Spectator, Scientific American, Wired, and elsewhere. Lastly, Domingos helped start the fields of statistical relational AI, data stream mining, adversarial learning, machine learning for information integration, and influence maximization in social networks. He lives in Seattle. #ai #techpodcast #redefiningai #squirro

8 Aug 20242min

Kieran Gilmurray - The A - Z of Generative AI - Leveraging AI for Business

Kieran Gilmurray - The A - Z of Generative AI - Leveraging AI for Business

In this episode, Kieran Gilmurray - The A - Z of Generative AI - Leveraging AI for Business - Lauren Hawker Zafer is joined by Kieran Gilmurray. Join Lauren Hawker Zafer as she engages with Kieran Gilmurray about the development of Generative AI and where it is on its own journey within business ecosystems. Who is Kieran Gilmurray? Kieran Gilmurray is an internationally acclaimed expert in AI, Automation, GenAI, and Digital Transformation with 30 years of experience. As an author, industry analyst, and real-world strategist, he has generated over $200 million in value for businesses through his innovative solutions and actionable strategies. Recognized as one of the top global experts in his field, Kieran regularly delivers keynote speeches worldwide and has been named in prestigious lists such as the Top 14 People to Follow in Data in 2023, Best LinkedIn Influencers Artificial Intelligence and Marketing 2024, and the World's Top 200 Business and Technology Innovators. His expertise spans across developing data analytics, automation, process improvement, and emerging technologies solutions for medium to global-scale organizations. He is also a published author, with two practical books on AI and GenAI that break down complex technical concepts for business professionals. With leadership roles in FTSE 100 companies and a track record of building global intelligent automation centers, Kieran Gilmurray continues to be a highly sought-after consultant and advisor in the rapidly evolving world of digital transformation and artificial intelligence. #redefiningai #techpodcast #squirro #generativeai

17 Jul 202426min

Spotlight Twelve: The A-Z of Generative AI

Spotlight Twelve: The A-Z of Generative AI

Season Three - Spotlight Twelve Our Twelfth spotlight of this season is a snippet of our upcoming episode: Kieran Gilmurray - The A-Z of Generative AI - Leveraging AI for Business. Join host Lauren Hawker Zafer as she engages with Kieran Gilmurray about the development of Generative AI and where it is on its own journey within business ecosystems. Who is Kieran Gilmurray? Kieran Gilmurray is an internationally acclaimed expert in AI, Automation, GenAI, and Digital Transformation with 30 years of experience. As an author, industry analyst, and real-world strategist, he has generated over $200 million in value for businesses through his innovative solutions and actionable strategies. Recognized as one of the top global experts in his field, Kieran regularly delivers keynote speeches worldwide and has been named in prestigious lists such as the Top 14 People to Follow in Data in 2023, Best LinkedIn Influencers Artificial Intelligence and Marketing 2024, and the World's Top 200 Business and Technology Innovators. His expertise spans across developing data analytics, automation, process improvement, and emerging technologies solutions for medium to global-scale organizations. He is also a published author, with two practical books on AI and GenAI that break down complex technical concepts for business professionals. With leadership roles in FTSE 100 companies and a track record of building global intelligent automation centers, Kieran Gilmurray continues to be a highly sought-after consultant and advisor in the rapidly evolving world of digital transformation and artificial intelligence.

14 Jul 202458s

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