Deep Learning

With details about my upcoming book about distributed training on AWS! Dealing with lots of data is tough, there’s no doubt about it. However, with some smart choices and simple designs, you too can scale up your projects to replicate and produce state-of-the-art results. In this post I’ll walk you…

Challenges with cold start for ML inference One of the main challenges with Serverless Machine Learning Inference was always a cold start. And in the case of ML inference there are multiple things contributing to it: runtime initialization loading libraries and dependencies loading the model itself (from S3 or package) initializing the model Some of these steps…

Background — I find it hard to keep my hands steady while clicking pictures. Naturally, many of them suffer from a blur. If you relate to this problem, you’re at the right place. While I can’t teach you photography, I can show you a technique to de-blur images with a few lines…

The world is going through a period of dramatic change. Never before have we seen such chaos, with so much instability and uncertainty about the future. People everywhere are searching for ways to navigate these challenging times; and many are turning to new ideas and practices to help them find…

It took a 6th grade science fair for me to train my first neural network in a long while. My family lives in rural patch of Northern California filled with oaks, redwoods and other native flora. For the upcoming science fair my son decided to build a machine learning model…

K-fold is one of the most popular machine learning evaluation methods to evaluate a model. K-fold divides the dataset into k subsets to train and test in each subgroup. Let’s assume a model with four subsets, meaning the value of k would be 4. The model will train in the…

If you’re still buckled in to this rollercoaster of a ride that is, Thirty Days of Haydee, I thank you! Today is Day 2 so let’s get to it.. This morning, a good friend of mine (Love you P) sent me the pic above. A rainbow over a misty sky…