As a Senior Machine Learning Engineer at Adobe, I lead projects utilizing large language models for scalable, enterprise-safe marketing content creation. My initiatives have been instrumental in the development and launch of Adobe GenStudio Create and the company's inaugural AI-driven marketing campaign. I have developed and scaled deep learning models that have been integrated into Adobe's Firefly Content Tagging Services.
I have a proven track record in intellectual property creation, having contributed to over 15 patents. My research in machine learning and management has also been recognized through 10+ publications in prominent conferences and journals such as KDD, WebConf, DMKD, and ISR.
Previously, as a Founding Engineer at a stealth startup during my Ph.D. at Carnegie Mellon University, I led the development of machine learning systems processing 300M+ location data points daily. This work secured multiple Fortune 500 clients and drove significant revenue increases. My doctoral research under Prof. Beibei Li explored the trade-offs of consumer behavior from location data.
My early career at Adobe Research in India and internships in San Jose were instrumental in developing methods for marketing attribution and fraud detection. A summer internship at Amazon enhanced my skills in active learning methods for record linkage. I hold dual degrees in Mathematics and Computing from I.I.T. Kharagpur, where I graduated at the top of my class in 2014.
Ph.D. in Information Systems •Aug. 2016 - March 2021
M.Sc. and B.Sc. in Mathematics and Computing•2009 - 2014
Senior Machine Learning Engineer• Jan. 2022 - Present
Machine Learning Engineer• Mar. 2021 - Jan. 2022
Founding Engineer• Mar. 2020 - Mar. 2021
Machine Learning Intern• Summer 2017 & 2019
Research Associate• June. 2014 - July. 2016
WITS 2019, Munich, Germany • December 2019
Best First Paper at Heinz, CMU • May 2018
Outstanding academic excellence • 2017 - 2018
Highest GPA in undergraduate • July 2014
Best Masters thesis in Science• July 2014
[ For updated list please use: Google Scholar | DBLP ]
Anindya Ghose, Beibei Li, Meghanath Macha, Chenshuo Sun, Natasha Zhang Foutz and Josh Anton
Management Science forthcoming
Shorter version at ICIS 2020 ] [ working paper ]
Meghanath Macha, Beibei Li, Natasha Zhang Foutz and Anindya Ghose
WITS 2019 Best Paper Award
Information Systems Research
Presented at NYU/ABA NextGen Antitrust Conference, 2020
[ working paper | video]
Meghanath Macha, Sriram Ravindran, Deepak Pai, Anish Narang and Vijay Srivastava
Ethical Artificial Intelligence: Methods and Applications, KDD 2022
[ paper ]
Debraj Basu Meghanath Macha, and Deepak Pai
Document Intelligence Workshop, KDD 2022
[ paper ]
Meghanath Macha
Thesis [ link ]
Anindya Ghose, Beibei Li, Meghanath Macha, Chenshuo Sun, Natasha Zhang Foutz and Josh Anton
International Conference on Information Systems (ICIS) 2020
[ paper ]
Meghanath Macha, Shankar Venkitachalam and Deepak Pai.
Temporal Web Analytics Workshop , WebConf (WWW) 2020
[ paper ]
Meghanath Macha, Beibei Li and Natasha Zhang Foutz
International Conference on Information Systems (ICIS) 2019
[ paper ]
Meghanath Macha, Deepak Pai and Leman Akoglu
ECML PKDD 2018
[ paper | code | website ]
Meghanath Macha, Leman Akoglu
DMKD Special Issue , ECML PKDD 2018 Journal
[ paper | arxiv | code | website ]
Atanu R. Sinha, Meghanath Macha, Pranav Maneriker, Sopan Khosla, Avani Samdariya, and Navjot Singh
Advertisement workshop, KDD 2017
[ paper ]
Meghanath Macha, Shiv Kumar Saini and Ritwik Sinha
Web Information System Engineering ( WISE ) 2015
[ paper ]
Deepak Pai, Abhijit Sharang, Meghanath Macha, and Shradha Agrawal
Web Information System Engineering ( WISE ) 2014
[ paper ]
[ For updated list please use Justia Patents ]
Deepak Pai, Meghanath Macha, Debraj Debashish Basu
Shubham Lohiya, Meghanath Macha, Deepak Pai
Meghanath Macha, Debraj Debashish Basu, Deepak Pai, Anish Narang, Shankar Venkitachalam
Shradha Agrawal, Debraj Debashish Basu, Deepak Pai, Nimish Srivastav, Meghanath Macha, Ambareesh Revanur
Meghanath Macha, Sriram Ravindran, Anish Narang, Vijay Srivastava, Deepak Pai
[ To be filed ]
Meghanath Macha, Shankar Venkitachalam and Deepak Pai
[ To be filed ]
Meghanath Macha and Deepak Pai
[ Filed ]
Atanu Sinha, Meghanath Macha, Pranav Maneriker, Sopan Khosla, Avani Samdariya and Navjot Singh
[ link ]
Meghanath Macha, Moumita Sinha, Kokil Jaidka and Niyati Chhaya
[ link ]
Meghanath Macha, Ritwik Sinha and Shiv Kumar Saini
[ link ]
Meghanath Macha, Ritesh Noothigattu, Shubham Garg, Abhishek Kandoi and Atanu R. Sinha
[ link ]
Meghanath Macha, Ritwik Sinha and Shiv Kumar Saini
[ link ]
Deepak Pai, Abhijit Sharang, Meghanath Macha, and Shradha Agrawal
[ link ]