Player FM 앱으로 오프라인으로 전환하세요!
Inna Tokarev Sela on Approaching Data Challenges with Generative AI
Manage episode 456197541 series 1450892
Welcome to another episode of "Data Driven," where we dive into the ever-evolving world of data science, AI, and data engineering. Today's special guest is Inna Tokarev Sela, CEO and founder of Illumix. Join hosts Frank La Vigne, BAILeY, and Andy Leonard as they unpack Inna's groundbreaking insights into generative AI, the future of data management, and the intricacies of AI cost effectiveness.
Inna reveals the origin of her company's name, "Illumix," and discusses the pressing risks of 2025, particularly the total cost of ownership for managing generative AI. She highlights the inefficiencies of data customization and proposes a shift towards moving AI closer to the data to reduce costs. Through the unique lens of Illumix’s approach, Inna explains how they aim to illuminate organizational data by using a virtual semantic knowledge graph based on industry ontologies and business logic.
Timestamps
00:00 Ina Tokarav Sala: CEO of Illumix, AI readiness pioneer.
05:57 ROI and data are crucial for decisions.
08:56 Intermediate stage: copilots, insights, static dashboards persist.
11:12 Illumax targets structured data market, unlike others.
14:29 Bad data skews predictive analytics, causing errors.
19:48 Data modeling efficiency increases with virtual assistants.
22:33 E-commerce evolution: convenient online shopping preferred.
25:27 2025's biggest risk: High generative AI costs.
27:07 Focus on domain knowledge and metadata utilization.
31:44 Predicting patterns is profound, not crazy.
36:09 Industry trends are cyclical, like fashion trends.
37:49 Repatriating data due to AI cost efficiency.
40:47 Data processing everywhere raises security concerns.
45:00 Founder freedom: Experimentation unlike SAP's structure.
49:11 I'm considered controversial for being very visionary.
52:29 Truth's evolution parallels past technological shifts.
54:39 Frank's World: Kids show on recycling, BBC.
57:09 Thank you, Ina Tokarev Saleh, for insights.
302 에피소드
Manage episode 456197541 series 1450892
Welcome to another episode of "Data Driven," where we dive into the ever-evolving world of data science, AI, and data engineering. Today's special guest is Inna Tokarev Sela, CEO and founder of Illumix. Join hosts Frank La Vigne, BAILeY, and Andy Leonard as they unpack Inna's groundbreaking insights into generative AI, the future of data management, and the intricacies of AI cost effectiveness.
Inna reveals the origin of her company's name, "Illumix," and discusses the pressing risks of 2025, particularly the total cost of ownership for managing generative AI. She highlights the inefficiencies of data customization and proposes a shift towards moving AI closer to the data to reduce costs. Through the unique lens of Illumix’s approach, Inna explains how they aim to illuminate organizational data by using a virtual semantic knowledge graph based on industry ontologies and business logic.
Timestamps
00:00 Ina Tokarav Sala: CEO of Illumix, AI readiness pioneer.
05:57 ROI and data are crucial for decisions.
08:56 Intermediate stage: copilots, insights, static dashboards persist.
11:12 Illumax targets structured data market, unlike others.
14:29 Bad data skews predictive analytics, causing errors.
19:48 Data modeling efficiency increases with virtual assistants.
22:33 E-commerce evolution: convenient online shopping preferred.
25:27 2025's biggest risk: High generative AI costs.
27:07 Focus on domain knowledge and metadata utilization.
31:44 Predicting patterns is profound, not crazy.
36:09 Industry trends are cyclical, like fashion trends.
37:49 Repatriating data due to AI cost efficiency.
40:47 Data processing everywhere raises security concerns.
45:00 Founder freedom: Experimentation unlike SAP's structure.
49:11 I'm considered controversial for being very visionary.
52:29 Truth's evolution parallels past technological shifts.
54:39 Frank's World: Kids show on recycling, BBC.
57:09 Thank you, Ina Tokarev Saleh, for insights.
302 에피소드
모든 에피소드
×



1 Lillian Pierson on Revolutionizing Growth Marketing with AI 59:31


1 Dean Guida on AI Insights, Data Analytics, and Business Growth 1:01:54


1 Arjun Patel on Vector Databases and the Future of Semantic Search 51:31




1 Inna Tokarev Sela on Approaching Data Challenges with Generative AI 58:03


1 Geoff Thatcher on How AI is Revolutionizing Storytelling 1:05:22


1 Alex Gold on DevOps for Data Science and Open Source Practices 59:29


1 David Hirschfeld on Creating High-Impact Teams & Validating Niches 52:40


1 Candace Gillhoolley on AI and Data Driven Marketing Strategies 55:35


1 Baruch Lev and Feng Gu on Data Driven Mergers and Why Most Deals Fail 56:25


1 Artem Rodichof on Empathetic AI and Its Potential Impact on Gaming and Society 56:56


1 Doug Finke on PowerShell, AI, and the future of Small Language Models 1:09:07


1 *LiveStream* Life and Career Updates from a Couple of ex-MVPS 22:25
플레이어 FM에 오신것을 환영합니다!
플레이어 FM은 웹에서 고품질 팟캐스트를 검색하여 지금 바로 즐길 수 있도록 합니다. 최고의 팟캐스트 앱이며 Android, iPhone 및 웹에서도 작동합니다. 장치 간 구독 동기화를 위해 가입하세요.