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See all- Optimization Techniques: Linear Programming to Reinforcement LearningSahaj AI Software Private Limited, Pune
🎟️ Please RSVP here to get your free entry pass for the event
đź“„ About the talk
Optimization is at the heart of smart decision-making, whether you're allocating resources, planning routes, or just trying to get the most toppings on your pizza without breaking the budget. In this talk, we'll explore what makes an optimization problem tick. We'll break down the core components: objectives, constraints, feasibility regions, and the sweet spot where everything aligns to deliver what is known as the optimal solution. Once we’ve got a grip on the theory, we’ll roll up our sleeves and look at how to solve constrained optimization problems using a mix of methods—Linear Programming (LP) for its structured elegance, Genetic Algorithms (GA) for their evolutionary flair, and Reinforcement Learning (RL) for a more adaptive, learning-based approach. Each method offers a unique lens on how to navigate constraints and complexity. Whether you’re a fan of clean equations or chaotic simulations, you’ll leave with a clearer understanding of the practical aspects of optimization techniques with real world examples.
🎤 About speakers
👩🏻‍💼 Karthika Vijayan:
Karthika is a Solution Consultant at Sahaj AI Software. She focuses on creating customized solutions for real-world business problems by designing composite machine learning pipelines. She has been working in the field of conversational AI with voice and text data for more than a decade.🤵🏻‍♂️Sujit Kamthe:
Sujit is a technology leader with over 14 years of experience in building large-scale, high-performance distributed systems. A full-stack polyglot developer, he specializes in Functional Programming, Microservices, Data Engineering, and DevOps. Sujit has led complex data engineering projects, optimization problems, and cloud-native architectures. As a leader, he is passionate about building high-performing teams, driving best practices, and mentoring the next generation of engineers.⏱️ Timeline
- 09:30 am - 10:00 am : Meet and Greet
- 10:00 am - 11:00 am : Talk
- 11:00 am - 11:15 am : Tea Break
- 11:15 am - 12:30 pm : Talk
- 12:30 pm - 01:00 pm : QnA & Networking
- 01:00 pm onwards : Lunch