Customer Segmentation Using AI

Inspiration

This was the first hackathon that I have ever attended. Really just wanted to keep an open mind and try to learn as much as possible ## What it does
It helps businesses identify untapped niches, where they can optimize price strategies.
Uses advanced predictive analytics to prove actionable insights
Allows you to visualize sales trends in real time. ## How we built it
Backend : Flask, Redis, Google/Gemma
Frontend: React, D3.js, Plotly ## Challenges we ran into -authentication function (was not able to hash it where the server-side was not able to confirm the password with the hashed password in the made database ## Accomplishments that we're proud of
I'm glad I made it through the weekend in one piece. was super nervous going in considering if was my first hackathon. ## What we learned
learned about cluster using K-Means, Timeseries Analysis, working with Transformers and learning more about data pre-processing -really enjoyed the guest lecturers that came in ## What's next for Customer Segmentation Using AI
we do wish that if we had more time we would have been able to add more interactive features for the consumer

I worked on entire Backend of the code.
implemented Clustering with PCA and Performed Similar Product prediction using Word2Vec models and did sales prediction using facebook's prophet model and integrated Google's gemma by hosting locally. Used Plotly to generate plots for the frontend.

Jagadeesh Reddy Vanga
This was my first coding project that I undertook. I took this hackathon as more of a learning experience. I had minimal python experience and just started learning HTML & CSS. I was able to help out with creating the front-end side and preparing the data in the beginning for my team. Ultimately, I learned a lot from this experience!!

jlinnnn
I worked on the front end of the project. I only ever had experience with backend development and working in the frontend was a huge leap. Ultimately I enjoyed this experience and learned a lot of useful tools and techniques that are in demand right now. I hope to keep working on Front End projects to learn more frameworks and get the best of both worlds!

Bryan Joya