Soumyabrata Pal
Research Scientist at Adobe || Xoogler (Google Research)
- Role
- Research Scientist 2 at Adobe
- Location
- Bengaluru, KA, IN
- LinkedIn followers
- 500 followers
About Soumyabrata Pal
My research interests are Statistical Machine Learning with a focus on Non-convex Optimization and Online Learning. More concisely, I like Statistical recovery/reconstruction problems under different reasonable structural assumptions on the data generating mechanism such as sparsity, low-rank, presence of latent clusters among others. Nowadays, I am working on designing algorithms in offline/online/hybrid systems aimed at incorporating personalization efficiently at scale. Most of my work so far can be categorized into five topics namely 1) Scalable Personalization via Low Rank and Sparse Decomposition 2) Multi-agent Online Learning via Collaborative Filtering 3) Latent Variable models - Mixtures of Linear Regression, Linear Classifiers and Distributions 4) Generative models for Graph Clustering - Geometric Block Model and 5) Active learning for Semi-supervised clustering - Disjoint Clusters, Overlapping Clusters and Fuzzy Clusters
Experience
Research Scientist 2
Feb 2025 — Present · Bengaluru, IN
Education
Indian Institute of Technology, Kharagpur
Bachelor of Technology - BTech, Electrical, Electronics and Communications Engineering
Hemsheela Model School, Durgapur
CBSE Board
2010 — 2012
Indian Institute of Technology, Kharagpur
Bachelor of Technology (B.Tech), Electronics and Electrical Communication Engineering
2012 — 2016
St.Xavier’s School, Durgapur
Indian Certificate of Secondary Education (CISCE)
2010 — 2010
University of Massachusetts Amherst
Doctor of Philosophy (Ph.D.), Computer Science
2016 — 2022
Skills
- Java
- Arduino
- Python
- Latex
- C
- Programming
- R
- Social Computing
- Machine Learning
- Ubuntu
- Network Theory
- Probability
- Algorithms
- Javascript
- Number Theory
- Html
- C++
- Information Theory
- Verilog
- Microsoft Office
- Debian
- Octave
- Matlab
- Computational Neuroscience
- Real Analysis
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