Model registry is a centralised repository to store our models. Why do we need one? Why can we not just store them on our laptop? We take a walk through a Machine Learning Development Life Cycle (MLDLC) to answer these questions — Searchable centralised storage MLDLC consists of two phases: experimentation followed by product-ionisation. During experimentation, data scientists build many models using different datasets, algorithms and hyper-parameters with the goal of finding the best model. In their Jupyter notebook, they record the metrics for each model and comment on what they learn about it. Should…

Using a pose estimation model, an object detection model built using Amazon SageMaker JumpStart, a gesture recognition system and a 3D game engine written in OpenGL running on an NVIDIA Jetson AGX Xavier, I built Griffin, a game that let my toddler use his body to fly as an eagle in a fantasy 3D world. — My wife and I have a super active 2.5-year-old boy named Dexie. He loves animals, and one of his favourites is the eagle — he often cruises around the house pretending to fly like one.

I used the knowledge and wisdom I gained from my work in Artificial Intelligence to understand and teach my two-year-old son more effectively and regain my sanity. — Overview The knowledge I have gained from building Artificial Intelligence (AI) tech is directly applicable to raising my toddler. Not only does it help me teach him more effectively, but it also helps me understand why he does naughty things, which I had previously thought he did merely for the sake…

I used a Neural Machine Translation model trained on Amazon SageMaker, Amazon Polly, Google Speech API, and an audio routing tool, to build Jarvis — a chatbot who can talk to you in a video conference call. — Carsales.com, the company I work for, is holding a hackathon event. This is an annual event where everyone (tech or non tech) comes together to form a team and build anything — anything at all. Well, preferably you would build something that has a business purpose, but it is really…

An interactive supermarket simulation showing how important social distancing is for containing the spread of Covid-19 — Overview There is no doubt that Covid-19 has spread like wildfire and wreaked havoc on our lives. In just four weeks, our way of life has become very different from what it used to be. To stop the spread of the virus, countries are imposing preventative measures. The majority have closed…

Using an object detection AI model, a game engine, an Amazon Polly and a Selenium automation framework running on an NVIDIA Jetson Nano to build Qrio, a bot which can speak, recognise a toy and play a relevant video on YouTube. — My wife and I have a super curious 21-month-old boy name Dexie. Although he does not fully speak yet, he really loves pointing at things asking us to tell him what they are. It can be a picture of an animal in his favourite book, a picture of a car…

This blog is a sequel to my first blog on building faAi, an AI system which supposed to assist my wife to choose an outfit to wear. In the previous blog, I shared how I built the Clothes Diary, the first module of faAi which automatically record a snapshot of…

Overview This question pops up from my wife nearly everyday. What should I wear Today? It is a tough question to answer since firstly I have no sense of fashion while Yumi is quite the contrary and she also has a degree in Fashion Design. …