Description:

Context In the age of data, the world is becoming more connected, and understanding complex networks has never been more critical. Graph data, which captures relationships between entities, lies at the heart of this interconnectedness and finds myriad real-world applications. This poster session invites you to embark on an exhilarating journey into the realm of graph data visualization, centered around the intriguing use case of flight routes analysis and sustainable flights using Generative AI.

Importance of Graph Data: Graphs, as a versatile and intuitive representation of relationships, underpin a multitude of industries. From social networks to logistics, biology to finance, graphs are the lingua franca of data analysis. The poster session will illuminate the immense value of graph data in one of the most dynamic and influential sectors: aviation.

Key Highlights:

1. Graph Data Unveiled: Our journey begins with an exploration of the fundamentals of graph data, providing attendees with a comprehensive understanding of its applications and significance in modern data analytics.
2. Flight Route Analysis: We will then dive into our central theme: the intricacies of the global flight network. With hundreds of airports, airlines, and routes, the aviation industry is a complex web of connections and relationships that begs for insightful analysis.
3. Dynamic Dashboards with Plotly Dash - a live demo: Witness the magic of Plotly Dash, a powerful web application framework, as we witness its capabilities in building interactive and responsive dashboards. We will explore how it can empower users to explore and analyze flight route data with ease.
4. AI for Sustainability: We explore the conversational AI agent which will help us identify flight routes with the least environmental impact, demonstrating the role of AI in making aviation more sustainable. Learn how python ecosystem of tools help in deploying such a complex application end to end.

Why Attend?

• Discover the profound impact of graph data visualization in aviation.
• Experience Plotly Dash's potential for interactive flight route analysis.
• Learn how AI can drive sustainability in air travel.

Prerequisites:

Some working knowledge of python

Speaker Info:

I'm Aniket Kulkarni, and I bring over 8 years of extensive industrial experience to the table. Currently, I serve as the Lead Data Scientist at Aligned Automation in Pune. Throughout my career, I've built a strong track record in the realm of machine learning and deep learning applications. I take pride in successfully leading projects, such as demand forecasting, where I managed over 20,000 products from their inception right through to completion. My current focus lies in the exciting field of Generative AI, particularly its applications in textual data. My goal is to optimize client processes, making them faster, more efficient, and cost-effective. What defines my approach is my unwavering belief in the simplicity of solutions. Being a practitioner of the Agile methodology, I've consistently demonstrated a strong track record of efficiently delivering projects end-to-end.