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)

Jenny Fielding - Venture Everywhere - Jenny Fielding on AI Start Ups, Ethical Innovation and the Future of Founders

Jenny Fielding - Venture Everywhere - Jenny Fielding on AI Start Ups, Ethical Innovation and the Future of Founders

After winning the prestigious New York Digital Award in 2024, Redefining AI returns with an electrifying Season Four!Join your host Lauren Hawker Zafer, on behalf of Squirro, the Enterprise Gen AI Platform, as we embark on another season of groundbreaking conversations.In this episode of Redefining AI, host Lauren Hawker Zafer sits down with Jenny Fielding: investor, founder, operator, professor, and author of Venture Everywhere.With a career that spans over 300 startup investments, including fintech, healthtech, and edtech disruptors like Alloy, Particle Health, and Pair Eyewear, Jenny offers rare insights into the future of AI startups, founder-first investing, and the changing landscape of early-stage tech innovation.Together, they explore:What separates AI hype from real-world investable opportunitiesHow to build ethical, responsible AI startupsThe rise of founder-market fit in the age of GenAI toolsNavigating trust, regulation, and scale in sectors like fintech, healthcare, and educationHow Gen Z entrepreneurs are rethinking AI and purposeWhat it truly takes to build a scalable and meaningful AI companyJenny also shares lessons from Columbia and Cornell Tech, her thoughts on democratizing entrepreneurship globally, and why her book Venture Everywhere is a call to action for responsible innovation.Whether you're a tech founder, investor, or simply curious about the future of AI entrepreneurship, this conversation offers clarity, candor, and bold ideas for building what matters.🎧 Tune in now and explore how AI, venture capital, and human-centric design are redefining the next wave of innovation.#AI #Startup #TechPodcast #GenerativeAI #VentureCapital #EarlyStageStartups #FounderStories #EthicalAI #JennyFielding #Squirro #RedefiningAI #VentureEverywhere #Fintech #Healthtech #Edtech #Entrepreneurship #HumanCentricAI

20 Mai 22min

Spotlight Six - Venture Everywhere - Jenny Fielding on AI Start Ups, Ethical Innovation and the Future of Founders

Spotlight Six - Venture Everywhere - Jenny Fielding on AI Start Ups, Ethical Innovation and the Future of Founders

After winning the prestigious New York Digital Award in 2024, Redefining AI returns with an electrifying Season Four!Join your host Lauren Hawker Zafer, on behalf of Squirro, the Enterprise Gen AI Platform, as we embark on another season of groundbreaking conversations.In the upcoming episode of Redefining AI, host Lauren Hawker Zafer sits down with Jenny Fielding: investor, founder, operator, professor, and author of Venture Everywhere.With a career that spans over 300 startup investments, including fintech, healthtech, and edtech disruptors like Alloy, Particle Health, and Pair Eyewear, Jenny offers rare insights into the future of AI startups, founder-first investing, and the changing landscape of early-stage tech innovation.Together, we explore:What separates AI hype from real-world investable opportunitiesHow to build ethical, responsible AI startupsThe rise of founder-market fit in the age of GenAI toolsNavigating trust, regulation, and scale in sectors like fintech, healthcare, and educationHow Gen Z entrepreneurs are rethinking AI and purposeWhat it truly takes to build a scalable and meaningful AI companyJenny also shares lessons from Columbia and Cornell Tech, her thoughts on democratizing entrepreneurship globally, and why her book Venture Everywhere is a call to action for responsible innovation.Whether you're a tech founder, investor, or simply curious about the future of AI entrepreneurship, this conversation offers clarity, candor, and bold ideas for building what matters.🎧 Tune in now and explore how AI, venture capital, and human-centric design are redefining the next wave of innovation.#AI #Startup #TechPodcast #GenerativeAI #VentureCapital #EarlyStageStartups #FounderStories #EthicalAI #JennyFielding #Squirro #RedefiningAI #VentureEverywhere #Fintech #Healthtech #Edtech #Entrepreneurship #HumanCentricAI

14 Mai 1min

Dr. Serena Huang - AI for Good - Dr. Serena Huang on How Data is Shaping DEI & Wellbeing in the Workplace

Dr. Serena Huang - AI for Good - Dr. Serena Huang on How Data is Shaping DEI & Wellbeing in the Workplace

After winning the prestigious New York Digital Award in 2024, Redefining AI returns with an electrifying Season Four!Join your host Lauren Hawker Zafer, on behalf of Squirro, the Enterprise Gen AI Platform, as we embark on another season of groundbreaking conversations.In this episode of Redefining AI, host Lauren Hawker Zafer sits down with Dr. Serena Huang—renowned Chief Data Officer, Fortune 100 AI consultant, and author of The Inclusion Equation. Together, they explore how data and AI are transforming Diversity, Equity & Inclusion (DEI) and employee wellbeing across industries.Dr. Huang shares groundbreaking insights on how to use AI to quantify inclusion, foster psychological safety, and drive measurable ROI in DEI initiatives. From ethical data use to mental health innovation, this conversation tackles the powerful intersection of human values and machine intelligence.🎧 Tune in to discover:How AI can advance rather than threaten DEIStrategies to promote inclusive workplace cultures with dataWhy human skills like empathy and creativity are rising in valueThe future of work through the lens of employee wellbeing and AI ethicsWhether you’re a tech leader, HR professional, or AI enthusiast, this episode is a must-listen for anyone shaping the future of ethical AI and people-first innovation.#AIforGood #InclusionEquation #FutureOfWork #EmployeeWellbeing #DEI #GenerativeAI #TechForGood #RedefiningAI #WorkplaceWellbeing #AIethics

4 Mai 25min

Spotlight Five - AI for Good - Dr. Serena Huang on How Data is Shaping DEI and Wellbeing

Spotlight Five - AI for Good - Dr. Serena Huang on How Data is Shaping DEI and Wellbeing

After winning the prestigious New York Digital Award in 2024, Redefining AI returns with an electrifying Season Four!Join your host Lauren Hawker Zafer, on behalf of Squirro, the Enterprise Gen AI Platform, as we embark on another season of groundbreaking conversations.In the upcoming episode of Redefining AI, host Lauren Hawker Zafer sits down with Dr. Serena Huang—renowned Chief Data Officer, Fortune 100 AI consultant, and author of The Inclusion Equation. Together, they explore how data and AI are transforming Diversity, Equity & Inclusion (DEI) and employee wellbeing across industries.Dr. Huang shares groundbreaking insights on how to use AI to quantify inclusion, foster psychological safety, and drive measurable ROI in DEI initiatives. From ethical data use to mental health innovation, this conversation tackles the powerful intersection of human values and machine intelligence.🎧 Tune in to discover:How AI can advance rather than threaten DEIStrategies to promote inclusive workplace cultures with dataWhy human skills like empathy and creativity are rising in valueThe future of work through the lens of employee wellbeing and AI ethicsWhether you’re a tech leader, HR professional, or AI enthusiast, this episode is a must-listen for anyone shaping the future of ethical AI and people-first innovation.#AIforGood #InclusionEquation #FutureOfWork #EmployeeWellbeing #DEI #GenerativeAI #TechForGood #RedefiningAI #WorkplaceWellbeing #AIethics

24 Apr 1min

Faisal Hoque - From Innovation to Impact - Faisal Hoque on Al, Business & Humanity

Faisal Hoque - From Innovation to Impact - Faisal Hoque on Al, Business & Humanity

After winning the prestigious New York Digital Award in 2024, Redefining AI returns with an electrifying season four!Join your host Lauren Hawker Zafer, on behalf of Squirro, the Enterprise Gen AI Platform, as we embark on another season of groundbreaking conversations.Episode Four, dives deep into a conversation around: the transformative force of AI and if it can elevate human creativity and leadership rather than replace it?Host Lauren Hawker Zafer welcomes Faisal Hoque—entrepreneur, best-selling author, and globally recognized thought leader. His upcoming book, Transcend: Unlocking Humanity in the Age of AI, explores how AI can drive innovation, ethical leadership, and sustainable business growth.In the upcoming episode, you will learn about:- The OPEN framework for unlocking AI’s full potential- The CARE framework for mitigating AI risks- 7 critical thinking skills every business leader needs in an AI-powered world- How AI enhances creativity and fuels innovation- The future of ethical AI leadership📢 If you’re a business leader, entrepreneur, or AI enthusiast looking to stay ahead in the AI revolution, episode four is a must-listen!🎧 Listen now on Spotify, Apple Podcasts, Google Podcasts, and more.#AI #ArtificialIntelligence #Leadership #Innovation #Podcast #Entrepreneurship

17 Mar 20min

Spotlight Four - From Innovation to Impact Faisal Hoque on Al, Business & Humanity

Spotlight Four - From Innovation to Impact Faisal Hoque on Al, Business & Humanity

After winning the prestigious New York Digital Award in 2024, Redefining AI returns with an electrifying Season Four!Join your host Lauren Hawker Zafer, on behalf of Squirro, the Enterprise Gen AI Platform, as we embark on another season of groundbreaking conversations.Spotlight Four, dives deep into a conversation around: the transformative force of AI and if it can elevate human creativity and leadership rather than replace it?Host Lauren Hawker Zafer welcomes Faisal Hoque—entrepreneur, best-selling author, and globally recognized thought leader. His upcoming book, Transcend: Unlocking Humanity in the Age of AI, explores how AI can drive innovation, ethical leadership, and sustainable business growth.In the upcoming episode, you will learn about:- The OPEN framework for unlocking AI’s full potential- The CARE framework for mitigating AI risks- 7 critical thinking skills every business leader needs in an AI-powered world- How AI enhances creativity and fuels innovation- The future of ethical AI leadership📢 If you’re a business leader, entrepreneur, or AI enthusiast looking to stay ahead in the AI revolution, episode four is a must-listen!🎧 Listen now on Spotify, Apple Podcasts, Google Podcasts, and more.#AI #ArtificialIntelligence #Leadership #Innovation #Podcast #Entrepreneurship

13 Mar 1min

Clara Hawking - AI, Ethics, and the Next Generation - Clara Hawking on Shaping Minds, Safeguarding Futures

Clara Hawking - AI, Ethics, and the Next Generation - Clara Hawking on Shaping Minds, Safeguarding Futures

After winning the prestigious New York Digital Award in 2024, Redefining AI returns with an electrifying Season Four!Join your host Lauren Hawker Zafer, on behalf of Squirro, the Enterprise Gen AI Platform, as we embark on another season of groundbreaking conversations.Episode Three, dives deep into the transformative world of AI, ethics, and education with an extraordinary guest —Clara Hawking.Meet Clara Hawking: Clara isn’t just a thought leader; she’s a trailblazer at the forefront of AI ethics and education. As the Head of Artificial Intelligence at Globeducate, Clara leads the charge in integrating ethical AI into educational systems worldwide.Her multidisciplinary background—spanning three master’s degrees, PhD-level research in political philosophy and psychology, and ongoing studies in cybersecurity—makes her insights both profound and actionable.Clara is also a global speaker, media contributor, and advocate for responsible AI, especially in protecting children in the digital age.In This Episode: Join us as Clara unpacks her journey from academia to AI governance, revealing how ethics, compliance, and risk management can be powerful tools for innovation.We discuss: Ethical AI for children: Strategies to protect privacy and well-being in a digital-first world. Turning AI compliance into a competitive advantage: Real-world examples of responsible AI driving business growth.Key Takeaways: Discover how to balance AI innovation with ethical responsibility, why AI governance matters more than ever, and how leaders can turn regulatory challenges into opportunities.Whether you're an educator, tech leader, parent, or AI enthusiast, this episode offers invaluable insights into building a future where technology serves humanity.#techpodcast #ai

14 Feb 21min

Spotlight Three - AI, Ethics, and the Next Generation - Clara Hawking on Shaping Minds, Safeguarding Futures

Spotlight Three - AI, Ethics, and the Next Generation - Clara Hawking on Shaping Minds, Safeguarding Futures

After winning the prestigious New York Digital Award in 2024, Redefining AI returns with an electrifying Season Four!Join your host Lauren Hawker Zafer, on behalf of Squirro, the Enterprise Gen AI Platform, as we embark on another season of groundbreaking conversations.Spotlight Three, dives deep into the transformative world of AI, ethics, and education with an extraordinary guest —Clara Hawking.Meet Clara Hawking:Clara isn’t just a thought leader; she’s a trailblazer at the forefront of AI ethics and education. As the Head of Artificial Intelligence at Globeducate, Clara leads the charge in integrating ethical AI into educational systems worldwide.Her multidisciplinary background—spanning three master’s degrees, PhD-level research in political philosophy and psychology, and ongoing studies in cybersecurity—makes her insights both profound and actionable.Clara is also a global speaker, media contributor, and advocate for responsible AI, especially in protecting children in the digital age.In This Episode:Join us as Clara unpacks her journey from academia to AI governance, revealing how ethics, compliance, and risk management can be powerful tools for innovation.We discuss:Ethical AI for children: Strategies to protect privacy and well-being in a digital-first world.Turning AI compliance into a competitive advantage: Real-world examples of responsible AI driving business growth.Key Takeaways:Discover how to balance AI innovation with ethical responsibility, why AI governance matters more than ever, and how leaders can turn regulatory challenges into opportunities.Whether you're an educator, tech leader, parent, or AI enthusiast, this episode offers invaluable insights into building a future where technology serves humanity.#techpodcast #ai

10 Feb 2min

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