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Advanced Agentic RAG For Text to SQL Applications

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16

min

Advanced Agentic RAG For Text to SQL Applications

Advanced Agentic RAG For Text to SQL Applications

Advanced Agentic RAG For Text to SQL Applications

Advanced Agentic RAG For Text to SQL Applications

publish date

Feb 17, 2025

duration

16

min

Difficulty

Intermediate

Beginner

Beginner

Beginner

Case details

What if you could turn complex datasets into instant, actionable insights, just by asking a question like you would, to a colleague familiar with the data? This talk introduces an Advanced Retrieval-Augmented Generation (RAG) system that puts the power of data directly into the hands of business leaders. No more delays and data bottlenecks. This Agentic Advanced RAG powered tool enables real-time, natural language interactions with your data, bridging the gap between technical teams and decision-makers. Business leaders can now unlock nuanced insights with ease, ask follow-up questions, and make data-driven decisions not only faster than ever before but also way easier. This session will dive into real-world applications, revealing how the tool enhances operational efficiency, democratizes data access, and empowers businesses to stay ahead in competitive markets. Learn how organizations are transforming their workflows, reducing reliance on technical teams, and fostering a culture of rapid, intelligent decision-making. But this is more than just another AI story. You’ll get a behind-the-scenes look at how Agentic RAG powered tools are revolutionizing business intelligence at different departments and a glimpse into the future of data-driven strategies. If you’re ready to see how to leverage Large Language Models using Advanced RAG concepts, this talk is for you.

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About Author

Data Scientist

Arjun Bali is a Senior Data Scientist at Rocket Mortgage, where he leads innovative initiatives in artificial intelligence and machine learning. He has distinguished himself by developing a groundbreaking Retrieval-Augmented Generation (RAG)-based analytics platform that transformed organizational decision-making and achieved a 70% reduction in analyst hours. His expertise spans predictive modeling, natural language processing, and computer vision, with a proven track record of implementing solutions that drive business value.

Prior to his role at Rocket Mortgage, Arjun held positions at several Fortune 500 companies, including Yum! Brands and FedEx, where he specialized in developing predictive analytics solutions. At Yum! Brands, he spearheaded the Predictive Market Mapping Project for KFC and Pizza Hut, achieving remarkable accuracy in location optimization across international markets. His work at FedEx focused on implementing NLP and deep learning solutions that significantly improved ticket resolution efficiency.

Arjun's technical expertise encompasses a wide range of machine learning techniques, including advanced clustering algorithms, dimensional reduction, ensemble methods, and deep learning architectures. He has successfully applied these skills to diverse challenges, from predictive maintenance in energy infrastructure to customer behavior analytics in financial services. His innovative work in combining CNN and LSTM architectures for image captioning and sentiment analysis demonstrates his commitment to pushing the boundaries of AI applications.

Beyond his corporate experience, Arjun has entrepreneurial expertise as the co-founder of UrbanMedico, where he developed an online medical consultation platform that achieved significant market traction. His background in customer analytics at Citibank's Private Wealth division further enriches his understanding of data-driven decision-making in financial services.

Arjun brings a unique perspective to data science, combining technical excellence with practical business acumen, making him a valuable contributor to discussions on the future of AI and machine learning in enterprise applications.

Data Scientist

Arjun Bali is a Senior Data Scientist at Rocket Mortgage, where he leads innovative initiatives in artificial intelligence and machine learning. He has distinguished himself by developing a groundbreaking Retrieval-Augmented Generation (RAG)-based analytics platform that transformed organizational decision-making and achieved a 70% reduction in analyst hours. His expertise spans predictive modeling, natural language processing, and computer vision, with a proven track record of implementing solutions that drive business value.

Prior to his role at Rocket Mortgage, Arjun held positions at several Fortune 500 companies, including Yum! Brands and FedEx, where he specialized in developing predictive analytics solutions. At Yum! Brands, he spearheaded the Predictive Market Mapping Project for KFC and Pizza Hut, achieving remarkable accuracy in location optimization across international markets. His work at FedEx focused on implementing NLP and deep learning solutions that significantly improved ticket resolution efficiency.

Arjun's technical expertise encompasses a wide range of machine learning techniques, including advanced clustering algorithms, dimensional reduction, ensemble methods, and deep learning architectures. He has successfully applied these skills to diverse challenges, from predictive maintenance in energy infrastructure to customer behavior analytics in financial services. His innovative work in combining CNN and LSTM architectures for image captioning and sentiment analysis demonstrates his commitment to pushing the boundaries of AI applications.

Beyond his corporate experience, Arjun has entrepreneurial expertise as the co-founder of UrbanMedico, where he developed an online medical consultation platform that achieved significant market traction. His background in customer analytics at Citibank's Private Wealth division further enriches his understanding of data-driven decision-making in financial services.

Arjun brings a unique perspective to data science, combining technical excellence with practical business acumen, making him a valuable contributor to discussions on the future of AI and machine learning in enterprise applications.

Data Scientist

Arjun Bali is a Senior Data Scientist at Rocket Mortgage, where he leads innovative initiatives in artificial intelligence and machine learning. He has distinguished himself by developing a groundbreaking Retrieval-Augmented Generation (RAG)-based analytics platform that transformed organizational decision-making and achieved a 70% reduction in analyst hours. His expertise spans predictive modeling, natural language processing, and computer vision, with a proven track record of implementing solutions that drive business value.

Prior to his role at Rocket Mortgage, Arjun held positions at several Fortune 500 companies, including Yum! Brands and FedEx, where he specialized in developing predictive analytics solutions. At Yum! Brands, he spearheaded the Predictive Market Mapping Project for KFC and Pizza Hut, achieving remarkable accuracy in location optimization across international markets. His work at FedEx focused on implementing NLP and deep learning solutions that significantly improved ticket resolution efficiency.

Arjun's technical expertise encompasses a wide range of machine learning techniques, including advanced clustering algorithms, dimensional reduction, ensemble methods, and deep learning architectures. He has successfully applied these skills to diverse challenges, from predictive maintenance in energy infrastructure to customer behavior analytics in financial services. His innovative work in combining CNN and LSTM architectures for image captioning and sentiment analysis demonstrates his commitment to pushing the boundaries of AI applications.

Beyond his corporate experience, Arjun has entrepreneurial expertise as the co-founder of UrbanMedico, where he developed an online medical consultation platform that achieved significant market traction. His background in customer analytics at Citibank's Private Wealth division further enriches his understanding of data-driven decision-making in financial services.

Arjun brings a unique perspective to data science, combining technical excellence with practical business acumen, making him a valuable contributor to discussions on the future of AI and machine learning in enterprise applications.

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Questions?

Chat with Us!

910 Foulk Road, Suite 201

Wilmington, DE 19803, USA

© 2025 Geekle. All rights reserved.

Questions?

Chat with Us!

910 Foulk Road, Suite 201

Wilmington, DE 19803, USA

© 2025 Geekle. All rights reserved.

Questions?

Chat with Us!

910 Foulk Road, Suite 201

Wilmington, DE 19803, USA

© 2025 Geekle. All rights reserved.