Description:

The core of this talk delves into the transformative potential of cutting-edge AI techniques, such as Generative AI, Computer Vision, and more, to drive impactful solutions for sustainable practices, including re-using, recycling, and waste reduction. I intend to focus on constructing deep learning models for vision-based tasks. My objective is to utilize these models, to offer insightful information regarding the recyclability of an object based on its images. Additionally, I aim to deliver efficient suggestions for recycling and proper disposal methods using Large Language Models(LLM). This will aid in the effective sorting of waste materials. I also plan to employ LLMS to creat innovative product ideas that can be created using available waste materials. I will outline the steps to transform these ideas into reality and present visual representations of the finalized products using diffusion based image generation models.

Talk Outline:

1. What is the research problem solved? Why it is a serious problem? Why it needs attention? (3 minutes)
2. What is the motivation and genesis of problem statement ? (2 minutes)
3. Introduction about Proposed Solution ( 2 minutes)
4. Chatper 1: Green Recycling guide [Product Image ->DL model->Transformer model->recylablity,bio-degradability,dustbin colour-to-dispose] (3 minutes)
5. Chapter 2: Eco-Sorting Assistant [Lump of waste->DL model-> segemented and sorted wate] ( 3 minutes)
6. Chapter 3: Sustaniable guidance [Product->Transformer model-> more sustainable product] ( 3 minutes)
7. Chatpter 4: Trash to Treasure [ List of trash products-> Trasformer model ->idea->diffusion model->product visulaisation] ( 3 minutes)
8. Result analysis and conclusion ( Around 5 minutes)

Prerequisites:

• Expertise:
  • Developers with just one year of experience in python
  • Even without any prior exposure to AI/ML, are welcome.
  • I'll make sure to clarify any technical terminology during my presentation which is why I'm emphasizing that prior ML experience is not required.
  • Interest in creating sustainable products using AI

Video URL:

https://drive.google.com/file/d/12TY7I9_K-tV8rjK0-t3QDOwof-LnfUUB/view?usp=sharing

Speaker Info:

Sainathreddy Sankepally is an AI enthusiast with a passion for crafting innovative solutions at the crossroads of Data Science and Artificial Intelligence. He is currently a final year graduate from IIIT-RAIPUR with Major inData Science and Artificial Intelligence. He have garnered nearly two years of invaluable experience in the fields of Machine Learning, Deep Learning, Computer Vision, Natural Language Processing, and General Artificial Intelligence, all while actively engaging with internationally renowned firms like Siemens,SECQAI and Institutes like IIT Patna, IIT jodhpur, IIIT-Delhi. His research work is published in internationally renowned digital libraries like IEEE, Springer through various reputed conferences and journals.

Speaker Links:

• Hyperlinks:

  • Research paper presented in 20th OITS International Conference on Information Technology (OCIT)
  • Research paper presented in Springer Proceedings of International Conference on Data Science and Applications
  • Research paper presented in IEEE 2022 International Conference on Innovative Trends in Information Technology (ICITIIT)
  • Blog on Machine learning
  • Quora writer with 300k views
  • ML-Hackathon Final Presentation to Chhattisgarh state Police
  • Linkedin