Machine Unlearning: Techniques, Challenges, and Future Directions

The Data Exchange with Ben Lorica

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תוכן מסופק על ידי Ben Lorica. כל תוכן הפודקאסטים כולל פרקים, גרפיקה ותיאורי פודקאסטים מועלים ומסופקים ישירות על ידי Ben Lorica או שותף פלטפורמת הפודקאסט שלהם. אם אתה מאמין שמישהו משתמש ביצירה שלך המוגנת בזכויות יוצרים ללא רשותך, אתה יכול לעקוב אחר התהליך המתואר כאן https://he.player.fm/legal.

The Head Start: Embracing the Journey

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Sweat and Resilience: Balancing Chronic Migraine with Fitness Goals 35:02

לפני 6 ימים35:02

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35:02

The healing power of fitness goes far beyond physical benefits—for today’s guest, it’s a form of self-expression and a celebration of what the body can do. In this episode, host Nora McInerny sits down with fitness personality Ivylis Rivera, who shares her deeply personal journey of navigating life with Chronic Migraine while holding onto her passion for movement. Ivylis opens up about the struggle of staying active while facing the fear of triggering a headache or migraine attack and the resilience it takes to keep pushing forward—a resilience that carried her through the challenging journey of finding a Chronic Migraine treatment plan that worked for her. Join Nora and Ivylis as they explore the concept of “soft living,” a philosophy Ivylis embraces—staying active, listening to your body, and building trust in oneself. Click here for Product Information, including Boxed Warning and Medication Guide, or visit https://abbv.ie/prescribing_info See omnystudio.com/listener for privacy information.…

לפני שנה 49:36

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Ken Liu, Ph.D. student in Computer Science at Stanford, is the author of Machine Unlearning in 2024. We explore the concept of machine unlearning, a process of removing specific data points from trained AI models.
Subscribe to the Gradient Flow Newsletter: https://gradientflow.substack.com/
Subscribe: Apple • Spotify • Overcast • Pocket Casts • AntennaPod • Podcast Addict • Amazon • RSS.
Detailed show notes can be found on The Data Exchange web site.

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#Business News #News #Tech News #Ben Lorica #Data #Machine Learning #Data Science #Data Engineering #Cloud Computing #Tech

The Data Exchange with Ben Lorica

Machine Unlearning: Techniques, Challenges, and Future Directions

The Data Exchange with Ben Lorica

81 subscribers

published לפני שנה

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285 פרקים

#Business News #News #Tech News #Ben Lorica #Data #Machine Learning #Data Science #Data Engineering #Cloud Computing #Tech

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The Data Exchange with Ben Lorica

1
Beyond Guardrails: Defending LLMs Against Sophisticated Attacks 44:31

לפני 4 ימים44:31

44:31

Jason Martin is an AI Security Researcher at HiddenLayer . This episode explores “policy puppetry,” a universal attack technique bypassing safety features in all major language models using structured formats like XML or JSON. Subscribe to the Gradient Flow Newsletter 📩 https://gradientflow.substack.com/ Subscribe: Apple · Spotify · Overcast · Pocket Casts · AntennaPod · Podcast Addict · Amazon · RSS . Detailed show notes - with links to many references - can be found on The Data Exchange web site .…

The Data Exchange with Ben Lorica

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Navigating the Generative AI Maze in Business 49:35

לפני 11 ימים49:35

49:35

Evangelos Simoudis is Managing Director at Synapse Partners , a firm that helps corporations apply AI and invests in startups developing data-driven AI applications. This episode explores the current state of enterprise AI adoption, distinguishing between the steady progress of traditional AI and the experimental phase of generative AI. Subscribe to the Gradient Flow Newsletter 📩 https://gradientflow.substack.com/ Subscribe: Apple · Spotify · Overcast · Pocket Casts · AntennaPod · Podcast Addict · Amazon · RSS . Detailed show notes - with links to many references - can be found on The Data Exchange web site .…

The Data Exchange with Ben Lorica

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The Practical Realities of AI Development 37:30

לפני 18 ימים37:30

37:30

Lin Qiao , CEO of Fireworks AI , dives into the practical challenges AI developers face, from UX/DX hurdles to complex systems engineering. Discover key trends like the convergence of open-source and proprietary models, the rise of agentic workflows, and strategies for optimizing quality, speed, and cost. Subscribe to the Gradient Flow Newsletter 📩 https://gradientflow.substack.com/ Subscribe: Apple · Spotify · Overcast · Pocket Casts · AntennaPod · Podcast Addict · Amazon · RSS . Detailed show notes - with links to many references - can be found on The Data Exchange web site .…

The Data Exchange with Ben Lorica

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Beyond the Demo: Building AI Systems That Actually Work 27:36

לפני 25 ימים27:36

27:36

Hamel Husain is the founder of Parlance Labs . He discusses how successful AI implementation requires fundamental data science skills often overlooked in current educational resources that focus too heavily on tools and frameworks. Subscribe to the Gradient Flow Newsletter 📩 https://gradientflow.substack.com/ Support our work by leaving a small tip 💰 https://buymeacoffee.com/gradientflow Subscribe: Apple · Spotify · Overcast · Pocket Casts · AntennaPod · Podcast Addict · Amazon · RSS . Detailed show notes - with links to many references - can be found on The Data Exchange web site .…

The Data Exchange with Ben Lorica

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Vibe Coding and the Rise of AI Agents: The Future of Software Development is Here 36:35

לפני 5 weeks36:35

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Steve Yegge is an evangelist at Sourcegraph , a startups that is industrializing software development with AI agents. This episode explores the paradigm shift in software development with the rise of “vibe coding” and AI agents, moving beyond traditional code completion. It discusses how developers are transitioning from line-by-line coding to orchestrating AI, emphasizing the crucial need for trust, verification, and new skill sets like AI engineering and humanities. Subscribe to the Gradient Flow Newsletter 📩 https://gradientflow.substack.com/ Subscribe: Apple · Spotify · Overcast · Pocket Casts · AntennaPod · Podcast Addict · Amazon · RSS . Detailed show notes - with links to many references - can be found on The Data Exchange web site .…

The Data Exchange with Ben Lorica

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2025 Artificial Intelligence Index 51:44

לפני 6 weeks51:44

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Nestor Maslej is a Research Manager at Stanford's HAI , and editor-in-chief of the 2025 AI Index Report . Subscribe to the Gradient Flow Newsletter 📩 https://gradientflow.substack.com/ Support our work by leaving a small tip 💰 https://buymeacoffee.com/gradientflow Subscribe: Apple · Spotify · Overcast · Pocket Casts · AntennaPod · Podcast Addict · Amazon · RSS . Detailed show notes - with links to many references - can be found on The Data Exchange web site .…

The Data Exchange with Ben Lorica

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How AI is Transforming Talent Development 28:30

לפני 7 weeks28:30

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Workera founder, Kian Katanforoosh , discusses how skills verification has evolved into a critical market focused on both assessment and professional development. Subscribe to the Gradient Flow Newsletter 📩 https://gradientflow.substack.com/ Subscribe: Apple · Spotify · Overcast · Pocket Casts · AntennaPod · Podcast Addict · Amazon · RSS . Detailed show notes - with links to many references - can be found on The Data Exchange web site .…

The Data Exchange with Ben Lorica

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Prompts as Functions: The BAML Revolution in AI Engineering 38:49

לפני 8 weeks38:49

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David Hughes , Principal Data & AI Solution Architect at Enterprise Knowledge . Our discussion centers on BAML , a domain-specific language that transforms prompts into structured functions with defined inputs and outputs, enabling developers to create more deterministic and maintainable AI applications. Subscribe to the Gradient Flow Newsletter 📩 https://gradientflow.substack.com/ Support our work by leaving a small tip 💰 https://buymeacoffee.com/gradientflow Subscribe: Apple · Spotify · Overcast · Pocket Casts · AntennaPod · Podcast Addict · Amazon · RSS . Detailed show notes - with links to many references - can be found on The Data Exchange web site .…

The Data Exchange with Ben Lorica

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Building the Operating System for AI Agents 45:42

לפני 9 weeks45:42

45:42

Chi Wang is co-creator of AG2 , and a Senior Staff Research Scientist, Google DeepMind. This episode explores AG2 , an open-source “agent OS” that provides infrastructure for developers to build sophisticated multi-agent AI systems. Subscribe to the Gradient Flow Newsletter 📩 https://gradientflow.substack.com/ Subscribe: Apple · Spotify · Overcast · Pocket Casts · AntennaPod · Podcast Addict · Amazon · RSS . Detailed show notes - with links to many references - can be found on The Data Exchange web site .…

The Data Exchange with Ben Lorica

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Bridging the AI Agent Prototype-to-Production Chasm 38:40

לפני 10 weeks38:40

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Ilan Kadar is co-founder and CEO of Plurai . This episode introduces IntellAgent , an open-source platform designed to address these challenges through synthetic data generation, knowledge graph construction, and reinforcement learning for agent optimization. Subscribe to the Gradient Flow Newsletter 📩 https://gradientflow.substack.com/ Support our work by leaving a small tip 💰 https://buymeacoffee.com/gradientflow Subscribe: Apple · Spotify · Overcast · Pocket Casts · AntennaPod · Podcast Addict · Amazon · RSS . Detailed show notes - with links to many references - can be found on The Data Exchange web site .…

The Data Exchange with Ben Lorica

1
The Evolution of Reinforcement Fine-Tuning in AI 45:45

לפני 11 weeks45:45

45:45

Travis Addair is Co-Founder & CTO at Predibase . In this episode, the discussion centers on transforming pre-trained foundation models into domain-specific assets through advanced customization techniques. Subscribe to the Gradient Flow Newsletter 📩 https://gradientflow.substack.com/ Support our work by leaving a small tip 💰 https://buymeacoffee.com/gradientflow Subscribe: Apple · Spotify · Overcast · Pocket Casts · AntennaPod · Podcast Addict · Amazon · RSS . Detailed show notes - with links to many references - can be found on The Data Exchange web site .…

The Data Exchange with Ben Lorica

1
Beyond GPUs: Cerebras’ Wafer-Scale Engine for Lightning-Fast AI Inference 39:26

לפני 12 weeks39:26

39:26

Hagay Lupesko is the SVP for AI Inference at Cerebras Systems . Subscribe to the Gradient Flow Newsletter 📩 https://gradientflow.substack.com/ Support our work by leaving a small tip 💰 https://buymeacoffee.com/gradientflow Subscribe: Apple · Spotify · Overcast · Pocket Casts · AntennaPod · Podcast Addict · Amazon · RSS . Detailed show notes - with links to many references - can be found on The Data Exchange web site .…

The Data Exchange with Ben Lorica

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The Future of AI: Regulation, Foundation Models & User Experience 47:42

לפני 13 weeks47:42

47:42

This is our semi-regular conversation on topics in AI and Technology with Paco Nathan , the founder of Derwen , a boutique consultancy focused on Data and AI. Subscribe to the Gradient Flow Newsletter : https://gradientflow.substack.com/ Subscribe: Apple • Spotify • Overcast • Pocket Casts • AntennaPod • Podcast Addict • Amazon • RSS . Detailed show notes - with links to many references - can be found on The Data Exchange web site .…

The Data Exchange with Ben Lorica

1
The AI Agent Rundown: 10 Things to Know Now 24:01

לפני 14 weeks24:01

24:01

This episode explores the rapidly evolving world of AI agents, covering topics from GUI-based interaction and layered architectures to modular design, safety, and real-world deployment challenges. This episode relies on visuals, to view the visual presentation, go to the Youtube version: https://www.youtube.com/watch?v=FsmBYBqQMIo Subscribe to the Gradient Flow Newsletter : https://gradientflow.substack.com/ Subscribe: Apple • Spotify • Overcast • Pocket Casts • AntennaPod • Podcast Addict • Amazon • RSS . Detailed show notes - with links to many references - can be found on The Data Exchange web site .…

The Data Exchange with Ben Lorica

1
Why ‘Structure’ Is All You Need: A Deep Dive into Next-Gen AI Retrieval 32:27

לפני 15 weeks32:27

32:27

Tom Smoker is the co-founder of WhyHow.ai , a startup that transforms unstructured data into structured knowledge, including knowledge graphs, enabling enterprises to deploy accurate and explainable AI solutions with its open-source graph tooling. Subscribe to the Gradient Flow Newsletter 📩 https://gradientflow.substack.com/ Support our work by leaving a small tip 💰 https://buymeacoffee.com/gradientflow Subscribe: Apple · Spotify · Overcast · Pocket Casts · AntennaPod · Podcast Addict · Amazon · RSS . Detailed show notes - with links to many references - can be found on The Data Exchange web site .…

The Data Exchange with Ben Lorica

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Why Legal Hurdles Are the Biggest Barrier to AI Adoption 38:57

לפני 16 weeks38:57

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Andrew Burt is CEO of Luminos AI , a startup that provides AI and legal teams the tools they need to reduce AI liabilities and sign off on AI risks. Subscribe to the Gradient Flow Newsletter 📩 https://gradientflow.substack.com/ Support our work by leaving a small tip 💰 https://buymeacoffee.com/gradientflow Subscribe: Apple · Spotify · Overcast · Pocket Casts · AntennaPod · Podcast Addict · Amazon · RSS . Detailed show notes - with links to many references - can be found on The Data Exchange web site .…

The Data Exchange with Ben Lorica

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Unlocking Spreadsheet Intelligence with AI 47:54

לפני 17 weeks47:54

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Hjalmar Gislason is founder and CEO of Grid , a startup focused on bringing spreadsheets into the AI-first era. Subscribe to the Gradient Flow Newsletter : https://gradientflow.substack.com/ Subscribe: Apple • Spotify • Overcast • Pocket Casts • AntennaPod • Podcast Addict • Amazon • RSS . Detailed show notes - with links to many references - can be found on The Data Exchange web site .…

The Data Exchange with Ben Lorica

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Monthly Roundup: Deregulation, Hardware, and Inference Scaling 45:41

לפני 18 weeks45:41

45:41

This is our monthly conversation on topics in AI and Technology with Paco Nathan , the founder of Derwen , a boutique consultancy focused on Data and AI. Subscribe to the Gradient Flow Newsletter : https://gradientflow.substack.com/ Subscribe: Apple • Spotify • Overcast • Pocket Casts • AntennaPod • Podcast Addict • Amazon • RSS . Detailed show notes - with links to many references - can be found on The Data Exchange web site .…

The Data Exchange with Ben Lorica

1
What AI Teams Need to Know for 2025 32:26

לפני 19 weeks32:26

32:26

As AI moves from buzzword status to a core business driver, 2025 will be a turning point for organizations adopting advanced machine learning and generative models. This episode explores pivotal themes—from post-training optimization and agentic AI architectures to emerging regulations and data infrastructure. This episode relies on visuals, to view the visual presentation, go to the Youtube version: https://www.youtube.com/watch?v=UFeUOZJSwFY Subscribe to the Gradient Flow Newsletter : https://gradientflow.substack.com/ Subscribe: Apple • Spotify • Overcast • Pocket Casts • AntennaPod • Podcast Addict • Amazon • RSS . Detailed show notes - with links to many references - can be found on The Data Exchange web site .…

The Data Exchange with Ben Lorica

1
AI Unlocked: The Data Bottleneck 25:11

לפני 20 weeks25:11

25:11

Generative AI is transforming industries, but its full potential is hampered by a critical bottleneck: data. This episode explores the challenges of processing unstructured data, the shift from SQL-centric to AI-centric systems, and the emerging tools that are bridging the gap between AI models and real-world data. This episode relies on visuals, to view the visual presentation, go to the Youtube version: https://www.youtube.com/watch?v=GnCA8VcCazY Subscribe to the Gradient Flow Newsletter : https://gradientflow.substack.com/ Subscribe: Apple • Spotify • Overcast • Pocket Casts • AntennaPod • Podcast Addict • Amazon • RSS . Detailed show notes - with links to many references - can be found on The Data Exchange web site .…

The Data Exchange with Ben Lorica

1
The Data-Centric Shift in AI: Challenges, Opportunities, and Tools 27:43

לפני 21 weeks27:43

27:43

Robert Nishihara is co-founder of Anyscale and co-creator of Ray , the open source project that has emerged as the AI Compute Engine. Subscribe to the Gradient Flow Newsletter : https://gradientflow.substack.com/ Subscribe: Apple • Spotify • Overcast • Pocket Casts • AntennaPod • Podcast Addict • Amazon • RSS . Detailed show notes - with links to many references - can be found on The Data Exchange web site .…

The Data Exchange with Ben Lorica

לפני 27 weeks49:22

49:22

The Data Exchange with Ben Lorica

1
Building the Future of Finance: Inside AI Valuation Bots 37:45

לפני 28 weeks37:45

37:45

Vasant Dhar is a Professor at the Stern School of Business and the Center for Data Science at NYU. He’s one of the creators of the Damodaran Bot , an AI-powered system designed to emulate the valuation analysis and investment insights of renowned finance professor Aswath Damodaran . This episode explores the transformative impact of AI in finance, covering applications such as generative AI, AI-powered valuation bots, systematic investing, and narrative analysis. It delves into the development of an AI valuation bot, discussing motivations, technical approaches, and challenges. Subscribe to the Gradient Flow Newsletter : https://gradientflow.substack.com/ Subscribe: Apple • Spotify • Overcast • Pocket Casts • AntennaPod • Podcast Addict • Amazon • RSS . Detailed show notes - with links to many references - can be found on The Data Exchange web site .…

The Data Exchange with Ben Lorica

1
Unleashing the Power of BAML in LLM Applications 45:45

לפני 29 weeks45:45

45:45

Vaibhav Gupta is the CEO and co-founder of Boundary . In this episode, we explore BAML , an open source domain-specific language designed to streamline interactions with large language models (LLMs). Subscribe to the Gradient Flow Newsletter : https://gradientflow.substack.com/ Subscribe: Apple • Spotify • Overcast • Pocket Casts • AntennaPod • Podcast Addict • Amazon • RSS . Detailed show notes - with links to many references - can be found on The Data Exchange web site .…

The Data Exchange with Ben Lorica

1
Cracking the Code: How Enterprises Are Adopting Generative AI 30:09

לפני 30 weeks30:09

30:09

In this conversation with Tim Persons , AI Leader at PwC , we explore the current landscape of generative AI adoption, examining how enterprises are navigating budget trends, moving from experimentation to full-scale deployment, and addressing cultural challenges along the way. Subscribe to the Gradient Flow Newsletter : https://gradientflow.substack.com/ Subscribe: Apple • Spotify • Overcast • Pocket Casts • AntennaPod • Podcast Addict • Amazon • RSS . Detailed show notes - with links to many references - can be found on The Data Exchange web site .…

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Machine Unlearning: Techniques, Challenges, and Future Directions

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The Data Exchange with Ben Lorica « »
Machine Unlearning: Techniques, Challenges, and Future Directions