Soham Deshmukh

Soham Deshmukh

Masters candidate at CMU

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A list of all the posts and pages found on the site. For you robots out there is an XML version available for digesting as well.

Pages

Posts

Summer at Microsoft: A brief learnings post

7 minute read

Published:

theme


As Summer holiday’s come to an end and school start date creeps closer, I thought it would be a good idea to reminisces on my 3-month summer internship at Yammer, Microsoft. This might possibly be my last internship per se and I wanted to do it justice with a proper blog post.

Predictive Threat Intelligence (Final Year B.Tech Project)

8 minute read

Published:

First snow at CMU


Big data analytics solutions, backed by machine learning and artificial intelligence, can help tackle the problems of cybersecurity breach and hacking. By employing the power of big data and machine learning, we can significantly improve cyber threat detection mechanisms. Predictive Threat Intelligence is one of the emerging focus of information security. In short, Predictive Threat Intelligence is based on understanding attacker behaviour and attack pattern to better predict his/her future actions. The foresight of attackers next actions, intentions and targets can help industries and organizations to take better precautionary decisions beforehand. Moreover, the foresight can expose major vulnerabilities or leaks in the existing system. This will help the industries and organizations fix unauthorized access points in their system before they can be used for intrusion.

Elegant Notes App (Android)

3 minute read

Published:

What was the motivation behind it?

In my junior year of engineering, I wanted to make a scalable product that people would love to use. I also had a secondary motive of obtaining some side cash from it (This kind of idea had provided me side cash in high school by creating software tutorials on YouTube). Knowing myself, it didn’t surprise me when I choose to build a software application, specifically an Android Application. The aim of the project was three-fold:

  1. I wanted an application that satisfied my unique specifications in functionality as well as design
  2. Visualising is the first step in expressing your ideas. By knowing how to make an android application I would be quickly able to present my ideas in a comprehendible manner to a general public
  3. Around that time I had deviated from C++ to Java and wanted something concrete (even if it is basic) to get deeper into Java

portfolio

publications

Tackling Toxic Online Communication with Recurrent Capsule Networks

S. Deshmukh and R. Rade, "Tackling Toxic Online Communication with Recurrent Capsule Networks," 2018 Conference on Information and Communication Technology (CICT), Jabalpur, India, 2018, pp. 1-7, doi: 10.1109/INFOCOMTECH.2018.8722433.

Temporal and Stochastic Modelling of Attacker Behaviour

Rade R., Deshmukh S., Nene R., Wadekar A.S., Unny A. (2019) Temporal and Stochastic Modelling of Attacker Behaviour. In: Akoglu L., Ferrara E., Deivamani M., Baeza-Yates R., Yogesh P. (eds) Advances in Data Science. ICIIT 2018. Communications in Computer and Information Science, vol 941. Springer, Singapore

Attacker Behaviour Profiling using Stochastic Ensemble of Hidden Markov Models

Deshmukh, S., Rade, R., & Kazi, F. (2019). Attacker Behaviour Profiling using Stochastic Ensemble of Hidden Markov Models. ArXiv, abs/1905.11824.

Multi-Task Learning for Interpretable Weakly Labelled Sound Event Detection

Soham Deshmukh, Bhiksha Raj, Rita Singh

Detection of COVID-19 through the analysis of vocal fold oscillations

Mahmoud Al Ismail, Soham Deshmukh, Rita Singh (accepted at ICASSP 2021)

Interpreting glottal flow dynamics for detecting COVID-19 from voice

Soham Deshmukh, Mahmoud Al Ismail, Rita Singh (accepted at ICASSP 2021)

talks

teaching

Teaching experience 1

Undergraduate course, University 1, Department, 2014

This is a description of a teaching experience. You can use markdown like any other post.

Teaching experience 2

Workshop, University 1, Department, 2015

This is a description of a teaching experience. You can use markdown like any other post.