Machine Learning Lab, is one of the most prominent labs in IIITH. It is a place of active research. My current Advisor, Dr.Naresh Manwani [personal website] is a professor at MLL. I work under Dr.Naresh Manwani, on problems related to Exploratory Data Analysis (with IBM Research, India) and Generative Adversarial Networks. Both the research problems have been actively and consistently pursued since the beginning of honours.

I expect to have few publications in A* conferences, since it would help boost my profile and skill in machine learning. I hope to better my skills in machine learning and do a better job at research.

I have learnt various machine learning concepts during the semester's honours project. I learnt (about)...

1. Using PyTorch and Building various custom neural networks

2. Generative Adverserial Networks

3. AC-GANs, ADC-GANs, TAC-GANs

4. Exploratory Data Analysis

5. Reinforcement Learning and OpenAI Gymnasium

6. Graph Neural Networks

I have learnt a lot about classification without class labels, (using pairwise similarity labels). I have developed a method to calculate the expected pairwise similarity of 2 samples after their implicit class labels have been flipped. My passionate love for mathematics has been put to use in MLL.