Respected Sir/Madam,
I am pursuing a dual degree program from IIT Kanpur. My areas of interest include but are not limited to Machine Learning, Neural Networks, Data Science, Natural Language Processing, and Audio Signal Processing. I have worked on numerous projects on these subjects and am keen on finding related opportunities.
I have worked on the vehicle recognition system. Please find the details below.
Title: Multi-class object classification in the video
Objective: Detection of vehicle type (2/3/4 wheeler) from surveillance videos of IIT Kanpur
1. Theory concepts used: object tracking, segmentation, and background subtraction, reference frame estimation
2. Different classifiers were trained using features like HOG and CNN to find the best performance of the system
3. Programming: Python (OpenCV libraries for image processing), Scikit-learn (used for classifiers like SVM, KNN)
Achievement: Best performance with an accuracy of 94.6% obtained using KNN classifier.
Given the above description, I think that I will be the best fit for the given role.
Regards