Interests. Machine Learning, Deep Learning on Graphs
I am a PhD student in Machine Learning at Nanyang Technological University,
Singapore being supervised by Prof. Xavier Bresson. My primary
interest is in developing deep learning algorithms on graph-structured data and exploring their applications in such.
Before starting my PhD, I worked with Prof. Bresson as a Research Assistant in the same lab. I have a background
in Computer Science and Engineering (B.Tech.) from MNNIT Allahabad where I explored
the fields of Natural Language Processing and Multi-Modal Computing.
Media & Interactive Computing Lab, NTU Singapore
Research Assistant, Feb-Jul 2019
Project: Deep Learning on Graphs
Designed a novel convolutional neural network with neighbor nodes’ attention for graph datasets.
Francium Technologies Pvt Ltd, Chennai
Solution Consultant, Dec 2018-Feb 2019
Project: Removal of Noise in Document Image Processing
Developed a Masked RCNN based model to remove noise (signatures/stamps/tags) for processing document images in automatic text retrieval
Language Technologies Research Center (LTRC), IIIT Hyderabad
Research Intern, May-Jul 2017
Project: Beyond Word2Vec - Embedding Words and Phrases in Same Space
Designed a deep learning algorithm to learn vector embeddings of multi-word units (phrases) by maximizing the similarity among word units of different sizes having the similar meaning.
CogBID Lab, University of Stirling
Research Intern (Remote), May-Jul 2017
Project: Multimodal Deception Detection Using Deep Learning
Proposed a novel methodology to detect deceit in videos using deep neural networks (LSTM for text, CLSTM for visual and SVM classifier for audio inputs).
Beyond Word2Vec: Embedding Words and Phrases in Same Vector Space,
Proceedings of the 14th International Conference on Natural Language Processing (ICON), 2017, Kolkata, India.
Vijay Prakash Dwivedi and Manish Shrivastava
Gender Classification of Blog Authors: With Feature Engineering and Deep Learning using LSTM Networks.,
Proceedings of the 9th International Conference on Advanced Computing (ICoAC), 2017, Chennai, India.
Vijay Prakash Dwivedi, Saurav Jha, Deepak Kumar Singh and Ranvijay