Welcome to my Machine Vision Repo!
π About Me
A coder by design , I believe in embracing change and adopting technology agnosticism.
I have about 9 years of professional experience in software development & leading development teams primarily in the Microservices development domain. Post this stint , I decided to pursue higher education and obtained a Post Graduate Degree in Artificial Intelligence & Machine Learning (with a Major in Computer Vision) , in 2022. (Area of interest : Automating Surveillance)
As I navigate the fundamentals and venture into more complex use-cases , I log my Deep learning/Computer Vision journey ,every step of the way, @ https://github.com/Radhika-Keni.
π―π―π― I'm looking to collaborate with good coders on a similar journey , feel free to reach out if you relate to my work !
π» About My Projects
The purpose of this repository is to host all the projects that I have worked on in the areas of AI/Deep Learning . Links to all my projects are available in the Projects section below .Each of my projects has an elaborate readme so ya'll can get a concise summary of the problem statement at hand , a sample input to the program ,a sample output from the program and an overview of the solution/code before you actually go and get your hands dirty with the code(which is available in the corresponding python worksheets).
Please feel free to comment in the "Issues" section on my Git Hub profile , I would love to hear from you.
Thanks for stopping by and happy coding
π Projects
ποΈ Use Case Suite
Satellite Imagery Detection (YOLOV7) | Threat Detection (YOLOV7) | Intruder Detection (YOLOV7) |
---|---|---|
![]() |
![]() |
![]() |
Face Detection (MaskRCNN Model) | Face Recognition (VGGFace Model) | Car Detection (Custom Tensor Flow Model) |
---|---|---|
![]() |
![]() |
![]() |
ποΈ Object Localisation Plus Classification (Custom Tensor Flow Model)
Localisation (From Scratch) | Classification(From Scratch) | Localisation Plus Classification(From Scratch) |
---|---|---|
![]() |
![]() |
![]() |
ποΈ Image Classification Fundamentals (Tensor Flow)
Oxford Flower Classification | Car Model Classification |
---|---|
![]() |
![]() |
ποΈ Neural Network Fundamentals (Tensor Flow)
Neural Network Regressor | Neural Network Classifier |
---|---|
![]() |
![]() |
ποΈ Deep Learning Fundamentals
Vanilla Gradient Descent on MSE (From Scratch) | Toggle Learning Rate (From Scratch) | Adam Vs Vanilla Gradient Descent (From Scratch) | Vanilla Gradient Descent on Cross Entropy (From Scratch) |
---|---|---|---|
![]() |
![]() |
![]() |
![]() |