***Ten odcinek został nagrany w języku angielskim. Opis odcinka w języku polskim poniżej.***
Ready for a journey into the future of technology? Join us as we dive into the fascinating world of Generative AI (Gen AI). Guided by Pierluigi Costanzo, we unveil the secrets of this groundbreaking technology. How can you craft effective prompts? How can AI simplify your daily life and revolutionize your work? And most importantly, how do you navigate the challenges of this cutting-edge tool? Get ready for a dose of inspiring examples, practical tips, and a vision of the future that starts today.
Topics covered in this episode:
- How does Generative AI work, and what role do prompts play?
- What is a "context window," and why is it crucial?
- The RAG (retrieval-augmented generation) approach and the "chain of thought."
- The significance of AI agents and their collaboration with LLMs.
- How can AI become more "proactive," and what does that mean for the users?
- Challenges in applying Gen AI in business and what to watch out for.
Episode expert:
Pierluigi Costanzo - Head of AI at Capgemini. His work focuses on developing sustainable AI solutions with a meticulous and structured approach to ensure fairness and robustness in AI. With extensive experience in Machine Learning, Deep Learning, Natural Language Processing, Computer Vision, and Generative AI, Pierluigi mentors Data Science and Data Engineering teams, promoting a culture of scientific rigor and best practices in AI. He is committed to fostering ethical and sustainable AI and holds degrees in Economics and Statistics from Bocconi University, International Management from Kozminski University, and Data Science from UNIC Nicosia, where he also served as an AI Research Assistant.
Podcast Host:
Szymon Głowania - Programming Leader at Capgemini. He specializes in designing management dashboards and process automation. He regularly conducts training sessions, sharing his knowledge and skills. He is passionate about machine learning, which he is developing as part of his doctoral project. In his free time, he pursues his passions such as horseback riding, fishing, listening to music, and playing musical instruments.
Related Links:
How Generative AI Works and the Role of Prompts: https://www.lyzr.ai/blog/prompt-engineering-101-how-to-write-powerful-prompts/
The Concept of 'Context Window' and Its Importance: https://cloud.google.com/transform/the-prompt-what-are-long-context-windows-and-why-do-they-matter
Retrieval-Augmented Generation (RAG) and 'Chain of Thought' Approaches: https://en.wikipedia.org/wiki/Retrieval-augmented_generation
Chain-of-Thought Prompting: https://attri.ai/generative-ai-wiki/chain-of-thought-prompting
The Role of AI Agents and Their Collaboration with Large Language Models (LLMs): https://www.investors.com/news/technology/nvidia-stock-ai-agents-software-companies/
Enhancing AI Proactivity and Its Implications for Users: https://arxiv.org/abs/2305.13626
Challenges in Applying Generative AI in Business and Key Considerations: https://www.wsj.com/articles/companies-look-past-chatbots-for-ai-payoff-c63f5301
This is the Capgemini Poland Podcast
https://www.capgemini.com/pl-pl/kariera/dlaczego-capgemini/
Produced by Cleverhearted
https://www.cleverhearted.com/
***Polish version***
Gotowy na podróż w przyszłość technologii? Zabieramy Cię w fascynujący świat Generative AI (Gen AI). Naszym przewodnikiem jest Pierluigi Costanzo, który odkrywa sekrety tej przełomowej technologii. Jak tworzyć skuteczne prompty? Jak AI może uprościć Twoją codzienność i zrewolucjonizować pracę? I wreszcie – jak radzić sobie z wyzwaniami tej technologii? Czeka Cię dawka inspirujących przykładów, praktycznych wskazówek i wizja przyszłości, która zaczyna się już dziś.
Tematy poruszane w odcinku:
- Jak działa Generative AI i jaką rolę odgrywają prompty?
- Co to jest „okno kontekstu” i dlaczego jest kluczowe?
- Podejście RAG (retrieval-augmented generation) i „chain of thought”.
- Znaczenie agentów AI i ich współpraca z modelami LLM.
- Jak AI może być bardziej „proaktywna” i co to oznacza dla użytkowników?
- Wyzwania w zastosowaniu Gen AI w biznesie i na co zwrócić uwagę.
Ekspert odcinka:
Pierluigi Costanzo - Head of AI at Capgemini. His work focuses on developing sustainable AI solutions with a meticulous and structured approach to ensure fairness and robustness in AI. With extensive experience in Machine Learning, Deep Learning, Natural Language Processing, Computer Vision, and Generative AI, Pierluigi mentors Data Science and Data Engineering teams, promoting a culture of scientific rigor and best practices in AI. He is committed to fostering ethical and sustainable AI and holds degrees in Economics and Statistics from Bocconi University, International Management from Kozminski University, and Data Science from UNIC Nicosia, where he also served as an AI Research Assistant.
Prowadzący podcast:
Szymon Głowania - Programista z zamiłowaniem do tworzenia innowacyjnych rozwiązań technologicznych. Jego specjalnością jest projektowanie kokpitów menedżerskich, które umożliwiają efektywną analizę i zarządzanie danymi. Pasjonat uczenia maszynowego, nad czym pracuje w ramach swojego projektu doktoranckiego. Poza pracą zawodową, znajduje czas na swoje hobby - jeździectwo i wędkowanie.
Linki do zagadnień poruszanych w rozmowie:
How Generative AI Works and the Role of Prompts: https://www.lyzr.ai/blog/prompt-engineering-101-how-to-write-powerful-prompts/
The Concept of 'Context Window' and Its Importance: https://cloud.google.com/transform/the-prompt-what-are-long-context-windows-and-why-do-they-matter
Retrieval-Augmented Generation (RAG) and 'Chain of Thought' Approaches: https://en.wikipedia.org/wiki/Retrieval-augmented_generation
Chain-of-Thought Prompting: https://attri.ai/generative-ai-wiki/chain-of-thought-prompting
The Role of AI Agents and Their Collaboration with Large Language Models (LLMs): https://www.investors.com/news/technology/nvidia-stock-ai-agents-software-companies/
Enhancing AI Proactivity and Its Implications for Users: https://arxiv.org/abs/2305.13626
Challenges in Applying Generative AI in Business and Key Considerations: https://www.wsj.com/articles/companies-look-past-chatbots-for-ai-payoff-c63f5301
Podcast Capgemini Polska
https://www.capgemini.com/pl-pl/kariera/dlaczego-capgemini/
Produkcja: Cleverhearted
https://www.cleverhearted.com/
