ajishpradeep Goto Github PK

• 🌍 New Taipei City, Taiwan, Planet Earth
• ✉️ Reach Me @ ajishpradeep
• 🔭 Computer Vision - DeepLearning - AI - Research
• 🔭 Currently working on Vision pipeline implementation with Deepstream SDK and TAO toolkit
• 🌱 Currently learning Edge AI implemetation
• 💬 Ask me about : Anything That Tech, Coffee, Anime

• Python | JavaScript | Pytorch | Tensorflow | OpenCV | Numpy | Transofrmers | Diffusers
• Debugging | Hugging Face API | MLOps | Pruning | Multi-Model
• Convolutional Neural Network | Recurrent Neural Network | GAN | Difussion Models | Vision Transformers | LLM
• Classification | Object Recognition | Conditional image generation | Feature Extraction | Attention Mechanism

• Proposed architectural and algorithmical improvements in GAN for image inpainting while presented with low data.
• Addressed the limitations of GANs in understanding data distribution by incorporating content and spatial attention layers in the discriminator.
• Implemented a contextual attention block in the generator to overcome the limited receptive field while generating from reference pixels.
• By virtue of its ability to understand unique feature understanding this model overcomes the overfitting, Mode collapse, and memorization issues of generative models trained with small data.

From using gated convolutions to optimizing loss functions, everything has been done in context of efficiency and performance improvement in inpainting tasks. And improve the model's capacity for feature understanding.

• GitHub Repository
• Description: Controlling presentation slides using hand gestures. (Computer Vision, MediaPipe)

• GitHub Repository
• Description: This is an exploration of projects into object detection. It includes multiple projects that demonstrate various applications of object detection (Computer Vision, Object Detection, Yolo)

• GitHub Repository
• This repository contains an Arduino code for controlling the fire level in the Gas stove using a servo motor based on the distance measured by an ultrasonic sensor (Robotics, Sensor)