Kindipsingh Mallhi

Projects Overview:

**Image-Inpainting **(September 2023 - November 2023):
In this project, I harnessed the power of Python, NumPy, Keras, and OpenCV to create a user-friendly interface that allows for effortless image masking, crucial for the inpainting process. Leveraging the Fast Marching Method, I devised a technique for repairing images by calculating a weighted average intensity for damaged pixels. The project culminated in developing a deep learning model based on Partial Convolutional Neural Networks, enhancing digital image restoration and boundary extension capabilities.

License Plate Detection Model (October 2023):
Utilizing OpenCV, Python, and the advanced YOLOv8n architecture, I developed a specialized model for detecting license plates, particularly** fine-tuned for Indian vehicles**. This blend of technologies facilitated the creation of a highly accurate system capable of identifying and outlining license plates in various images, streamlining vehicle recognition tasks.

Stock Price Prediction Using LSTM (November 2023-Present):
Combining Python, NumPy, Keras, EJS, CSS, Node,Express,MongoDB and JavaScript, I crafted an** LSTM neural network model aimed at predicting stock price **movements. The project extended into the development of a detailed stock information website, providing users with real-time price updates, portfolio analytics, and a virtual investment platform for educational purposes, enriching the user's financial understanding and decision-making process.