Projects
What I have created so far
![New York](/images/Portfolio/portfolio/sample_1.gif)
Echo Cardiogram
Autonomous - E2E Deep-learning
A ROBOTIC INTELLIGENT RADIOLOGIST ......
A fully automated device to test and quantify the functions of a radiologist using state of the art Artificial intelligence and mathematical tools to give near human and under some circumstances, better than human results
![New York](/images/Portfolio/portfolio/atm_surv.png)
ATM surveillance with suspicious object detectio (OCR)
The project was a ......
complete package to monitor and secure Automated teller machiens(ATMs) which was implemented using tensorflow, keras, opencv, Prometheus, grafana, web-sockets etc.The project enabled an AI (trained and tested on a custom dataset) to monitor all ATMs without any human assistance, The AI was successfully able to detect, posture number of people presence of a suspicious object aggressive expressions and was able to generate an alert when the customisable conditions were met. The rest of the information was still streamed to a central server with graphic interface for a single point human monitoring.
![New York](/images/Portfolio/portfolio/Loss_function.png)
Custom Loss function for Text Detection (OCR)
Optimize character map predictions using Fourier Transforms loss
A Custom Loss function ......
A Custom Loss function that is capable of making predictions for even single character maps increasing the F1-score on ICDAR-13 dataset from 93.187 to 95.5084
![New York](/images/Portfolio/portfolio/chatbot.png)
Chatbot seq2seq encoder decoder with attention mechanism
A simple yet Powerful, encoder decoder architecture with trainable embeddings and using a bahdanau attention mechanism to predict long dependencies with great accuracy
The project implements seq2seq encoder decoder creating a very robust ......
mechanism with additional Luong attention that enables it to capture the intents and enable it to focus on a particular word and store way more information than is possible with a simple encoder decoder mechanism.