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Abhijit Gupta, PhD

Abhijit Gupta, PhD

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Jun 24

A Balanced Path to the Google Cloud Professional Machine Learning Engineer Certification: Learning…

Most certification preparation starts with a calendar, a study guide, and a pile of practice questions.

Google Cloud Platform — Professional Machine Learning Engineer

Abhijit Gupta, PhD

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Feb 14

The month-and-a-half that quietly rewired my career

In the molecular dynamics lab, most days looked the same.

The month-and-a-half that quietly rewired my career

Abhijit Gupta, PhD

·

Feb 9

Moving fast (without shortcuts): how a non-conventional path paid off

My PhD in Machine Learning was supposed to be a straight line: pick a problem, publish, defend, then “enter industry.” It wasn’t.

Moving fast (without shortcuts): how a non-conventional path paid off

Abhijit Gupta, PhD

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Jan 15

Vertex AI Agentic AI & Multi-Agent Systems: The Nitty-Gritties for Expert AI Engineers — Solving…

Making multi-agent systems reliable in production

Vertex AI Agentic AI & Multi-Agent Systems: The Nitty-Gritties for Expert AI Engineers — Solving…

Abhijit Gupta, PhD

·

Dec 30, 2025

A Balanced Path to the Google Cloud Professional Machine Learning Engineer Certification (2025)

The Google Cloud Professional Machine Learning Engineer (PMLE) certification isn’t about memorising formulas or naming every API. It’s…

A Balanced Path to the Google Cloud Professional Machine Learning Engineer Certification (2025)

Abhijit Gupta, PhD

·

Jun 29, 2025

Co-Agent-Recruitment: Teamwork Makes the Dream Work with A2A

Agents working collaboratively to streamline hiring

Co-Agent-Recruitment: Teamwork Makes the Dream Work with A2A

Abhijit Gupta, PhD

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Oct 6, 2024

How Ignoring Non-Linear Dependencies Can Sink Asset Risk Models: Enter Bayesian Copulas

In finance, models based on simple correlations often fail to capture the complex dependencies between assets, leading to underestimations…

Abhijit Gupta, PhD

·

Jun 9, 2024

Bayesian Modeling 201: Graduating to Gaussian Processes and Mastering Log Marginal Likelihood for…

Many machine learning practitioners have inevitably maximized the log-likelihood function in order to obtain Maximum Likelihood Estimates…

Bayesian Modeling 201: Graduating to Gaussian Processes and Mastering Log Marginal Likelihood for…

Abhijit Gupta, PhD

·

May 25, 2024

Maximize Your Experimental Efficiency: The Hidden Power of KKT Conditions

KKT Conditions and Optimal Experiment Design: Beyond Support Vector Machines

Abhijit Gupta, PhD

·

Jun 7, 2023

Diving Deep Into the World of Embeddings: Unveiling Lesser-Known Statistical Properties

A journey beyond techno-jargon

Abhijit Gupta, PhD

Abhijit Gupta, PhD

PhD, Machine Learning; Sr. AI/ML Applied Scientist. I work on AI & Algorithms R&D in fintech. Link: https://www.linkedin.com/in/abhijit-gupta-phd-639568166

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