Datanalytics101 · Medical AI Insights
Free research training for AI in Medicine
From \bibitem to BibTeX, \cite to \citet, and \label to \ref — everything you need to handle references correctly in any academic paper. Updated 2025 — companion to “Writing Papers in LaTeX: The Complete Guide” Everything you need to know about citations, references, and cross-referencing in LaTeX — with working code snippets for every scenario … Read more
Why 98% accuracy can mean a useless model — and how to detect, measure, and fix class imbalance with resampling, SMOTE, and cost-sensitive learning. Updated for 2025 — originally published August 2018 Class imbalance is one of the most common real-world problems in machine learning — and it’s especially severe in medical datasets. Here’s a … Read more
A strategic guide to proving your impact, demonstrating your fit, and winning the research job offer. A research interview isn’t just a test of your knowledge; it’s a test of your value. While you can recite theorems and explain your methods, can you convince a panel that your work matters to them? What I cover … Read more
How Perplexity’s agentic platform turns browsing into a seamless, conversational experience If you’ve ever felt overwhelmed juggling dozens of browser tabs or wished your browser could do more than just display web pages, then Comet might just be the game-changer you’ve been waiting for. Launched recently by Perplexity AI, Comet is not your typical web browser. It’s … Read more
Don’t just pick a project, pick a person. Here are the 6 traits of a research mentor who will accelerate your career. I have seen many brilliant research students who were very enthusiastic at the start of their research journey, be it an industry data scientist, or a student on their MS or PhD journey, … Read more
Publishing a research paper is a crucial part of research in academia. Based on the subject or research domain and the nature of an article, we aim to publish our findings at a conference or a journal like ACM or IEEE Transactions (journal home example link). Thus, knowing the important conference deadlines in your research … Read more
I’ve spent over six years in AI research, but what’s happening in India’s medical tech scene right now is something else. Here’s a closer look at the pioneers in a market that is set to explode. I’ve spent the better part of a decade neck-deep in AI research, from NLP to clinical data, across labs … Read more
The most common piece of hardware advice for AI researchers is wrong. Here’s why you don’t need a powerful GPU laptop, what you actually need, and the exact setup I’ve refined over 6+ years of research across IIT Kharagpur, Germany, and the US. The question I get asked most on LinkedIn: “What laptop should I … Read more
With the continuous stream of LinkedIn updates and new preprints related to AI in medicine, it is easy and understandable to feel overwhelmed about where to start as a researcher. In this article, I will give suggestions that focus on the “AI for Medicine” research area. This has been my research area during my Ph.D, … Read more
