AKSHAY JAIN

Oct 10, 2024 | medium.com | AKSHAY JAIN

Akshay Jain·Follow8 min read·--CNNs are often viewed as black boxes that take in a dataset and give a task-specific output: predictions in image classification, captions in image captioning, and more. For example, in image classification, you’ll optimize the model for prediction accuracy. There are two primary questions which need to be answered for understanding CNN interpretationHow do you know which parts of the image the network was looking at when it made a prediction?

Sep 20, 2024 | medium.com | AKSHAY JAIN

The primary goal of Artificial Intelligence is to bring human thinking capabilities into machines. Most Machine Learning approaches lack the ability to fine-tune their inner mechanism that’s where Neural networks came to the rescue with their numerous trainable parameters and potentially never-ending training curves. Of the myriad of domains in AI, one of the most prominent is Computer Vision, whose aim is to classify, tag, recreate and identify components within an image/video.

Sep 11, 2024 | mdedge.com | AKSHAY JAIN |Lorenzo Leggio

This transcript has been edited for clarity. Akshay B. Jain, MD: Today we are very excited to have Dr. Leggio join us all the way from the National Institutes of Health (NIH). He is an addiction physician scientist in the intramural research program at NIH. Welcome, Dr. Leggio. Thanks for joining us. Lorenzo Leggio, MD, PhD: Thank you so much. Dr. Jain: We’ll get right into this. Your session was, in my mind, extremely informative.

Sep 4, 2024 | mdedge.com | AKSHAY JAIN |James Kim

This transcript has been edited for clarity. Akshay B. Jain, MD: Welcome. I’m Dr. Akshay Jain, an endocrinologist in Vancouver, Canada, and with me is a very special guest. Today we have Dr. James Kim, a primary care physician working in Calgary, Canada. Both Dr. Kim and I were fortunate to attend the recently concluded American Diabetes Association annual conference in Orlando in June.

Aug 30, 2024 | mdedge.com | AKSHAY JAIN |James Kim

Publish date: August 30, 2024 This transcript has been edited for clarity. Akshay B. Jain, MD: I’m Dr. Akshay Jain, an endocrinologist from Vancouver, and I’m joined by Dr. James Kim, a primary care physician from Calgary, Canada. Both Dr. Kim and I attended ADA 2024. We went over all our learnings and decided that there was a whole heap of clinical pearls that we learned from the conference.