SIDDHANT RAY

Developing a lookup function for looking up Tech TDS Description through Income Tax Law using 'pandas' library for Deloitte Haskins & Sells, India: July 2024

-
Authored a research paper on how to create a lookup function Python tool during my internship at Deloitte Haskins & Sells, a leading Big 4
-
Developed a fully optimised lookup function using the 'pandas' library
-
This tool is used by Deloitte to lookup the Tech TDS (Tax Deducted at Source) Descriptions through the Indian Income Tax Law for their client services (through an Excel File)
-
The research paper and lookup tool are now with Deloitte Haskins & Sells, India, who are looking to leverage it further in their tech solutions

.png)
Analyzing flow of data in 5G Telecommunication Network Signals using Fourier Transform, differential calculus, and integral calculus: April 2024 - March 2025
-
As part of my IBDP Mathematics Analysis & Approaches Higher Level Extended Essay, I am currently conducting research on 5G Telecommunication signals, which help connect people across distances and borders
-
Researched how Fourier transform can be used to convert time and frequency domains from one domain to another
-
Explored different components of a 5G Telecommunication signal such as network slicing, massive MIMO, and edge computing
-
Deconstructed every part of a 5G signal and explored and explained the math behind every part entailing differential equations, partial differentiation, and integral calculus
I 'RESEARCH'
"Scientific research is one of the most exciting and rewarding occupations. It is like a voyage of discovery into unknown lands, seeking not for new territory but for new knowledge. And that new knowledge has the power to transform our understanding of the world and improve our lives." - Harold Varmus

Research Paper I: Developing an Advanced AI-based 24 Carat Gold Price Prediction Model in India Utilizing Long Short-Term Memory (LSTM) Neural Networks with an Accuracy of 96.79%: A Comprehensive Approach to Forecasting Market Trends and Economic Influences: Jan 2024 - Aug 2024
-
Authored a research paper on this topic under the guided supervision of Dr. Martin Sewell, a research scholar from Cambridge University
-
Developed a Python code to predict the price of gold in India in INR using neural networks and long short-term memory
-
Used 'sklearn', 'keras', and 'tensorflow' libraries for developing this model
-
Trained the model based on the price of gold in the last 24 years to develop a trend in the price of gold for any future year entered into the terminal
-
The code runs over 1,000 epochs to increase prediction accuracy and reliability

ACTUAL PRICE OF 24K GOLD IN INDIA ACCORDING TO GOOGLE

PREDICTED PRICE OF 24K GOLD IN INDIA ACCORDING TO MY PROGRAM

- I published my research paper in a reputed International journal called IRJMETS (International Research Journal of Modernization in Engineering Technology and Science)
- Here is my certificate of publication
- This is the link to my DOI (Digital Object Identifier) - https://www.doi.org/10.56726/IRJMETS61395
.png)
Developing a deep-learning-based real-time blur detection tool using the Haar Cascade Classifier, leveraging OpenCV, NumPy, and PyQt5 for efficient real-time image processing and user interface implementation: June 2024
-
Developed a fully functional blur detector tool that can differentiate between a clear image and a blurred image using thresholds of Laplacian variance during my internship at Prisma AI, a software company in Mumbai, India
-
Explored the use of computer vision and learned about OpenCV and its wide-scale applications in the making of machine learning and deep learning tools and software
-
Used Haar Cascade classifier's pre-trained model through an XML (Extensible Markup Language) file for object detection for faces in the frame of a Logitech 720p camera
-
Authored a research paper on how to create a deep-learning-based blur detector tool
-
The research paper and AI tool are now with Prisma AI, who are looking to implement it as required in their tech solutions

CLEAR IMAGE WHEN FACE DISPLAYED THROUGH PHONE

CLEAR IMAGE WHEN REAL
FACE DISPLAYED TO WEBCAM

BLUR IMAGE WHEN WEBCAM
IS VIGOROUSLY SHAKEN
TO GENERATE BLUR
