TSAI - Extensive Vision AI - Phase 2

This repository contains the assignments of the program EVA4 - Phase 2 conducted by The School of AI.

Deploying over AWS

Deploying a pre-trained MobileNet v2 model on AWS Lambda. To see the code go here.

MobileNet V2

Training MobileNet v2 using transfer learning and deploying it on AWS Lambda. To see the code go here.

Face Alignment and Face Swap

Using dlib to build a face alignment and a face swap model and deploying it on AWS Lambda. To see the code go here.

Face Recognition

Using InceptionResnet to train a face recognition model using transfer learning and deploying it on AWS Lambda. To see the code go here.

Human Pose Estimation

Deploy a pre-trained monocular human pose estimation model to AWS Lambda and write a summary of the paper Simple Baselines for Human Pose Estimation and Tracking. To see the code go here.

Generative Advesarial Network

Deploy a GAN which generates Indian Car Images. To see the code go here

Variational AutoEncoders

Deploy a VAE which can reconstruct Indian Car Images. To see the code go here

Image Super-Resolution and Neural Style Transfer

Deploy a SRGAN model which can improve small drone images and also deploy a neural style transfer model. To see the code go here

Neural Embedding

Deploy a sentiment analysis model which can detect whether a given movie review is positive or negative. To see the code go here

GRU, Attention Mechanism & Transformers

Deploy a model which can translate German sentences into English. To see the code go here

Image Captioning

Deploy a image caption generation model. To see the code go here

AI for Sound

Train and deploy a simple speech-to-text model. To see the code go here

AI Based Web Applications

Host a previous assignment on AWS EC2 instance using a web application framework. To see the code go here