Posts by Year

2023

How to Build, Train and Deploy Your Own Recommender System – Part 2

7 minute read

We build a recommender system from the ground up with matrix factorization for implicit feedback systems. We then deploy the model to production in AWS.

How to Build, Train and Deploy Your Own Recommender System – Part 1

12 minute read

We build a recommender system from the ground up with matrix factorization for implicit feedback systems. We put it all together with Metaflow and used Comet...

Build Recommender Systems the Easy Way in AWS

15 minute read

Building and maintaining a recommender system that is tuned to your business’ products or services can take great effort. The good news is that AWS can do th...

Ethics in Data, Weekly Reflections

9 minute read

Provided in 6 weekly installments, we will cover current and relevant topics relating to ethics in data

Accelerate ML Application Development in AWS

9 minute read

Get your ML application to production quicker with Amazon Rekognition and AWS Amplify

Remember the last time you created an Entity Relationship diagram? I can’t.

3 minute read

(Re)Learning how to create conceptual models when building software

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2022

Going to Production with Github Actions, Metaflow and AWS SageMaker

5 minute read

A scalable (and cost-effective) strategy to transition your Machine Learning project from prototype to production

Small to Reasonable Scale MLOps

4 minute read

An Approach to Effective and Scalable MLOps when you’re not a Giant like Google

AWS Summit 2022 Australia and New Zealand

4 minute read

Day 2 summary - AI/ML edition

AWS Summit 2022 Australia and New Zealand

4 minute read

Day 1 summary - AI/ML edition

Micro-frontends building blocks: Webpack Module Federation

4 minute read

What is Module Federation and why it’s perfect for building your Micro-frontend project

Micro-frontends building blocks: Monorepos

4 minute read

What you always wanted to know about Monorepos but were too afraid to ask

Data Science Bootcamp - MLOps on the cheap!

4 minute read

Using Github Actions as a practical (and Free*) MLOps Workflow tool for your Data Pipeline. This completes the Data Science Bootcamp Series

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2021

Data Science Bootcamp - Week 10

7 minute read

Final week of the General Assembly Data Science bootcamp, and the Capstone Project has been completed!

Data Science Bootcamp - Week 5 & 6

5 minute read

Fifth and Sixth week, and we are now working with Machine Learning algorithms and a Capstone Project update

Data Science Bootcamp - Week 4

3 minute read

Fourth week into the GA Data Science bootcamp, and we find out why we have to do data visualizations at all

Data Science Bootcamp - Week 3

4 minute read

On the third week of the GA Data Science bootcamp, we explore ideas for the Capstone Project

Data Science Bootcamp - Week 2

3 minute read

We explore Exploratory Data Analysis in Pandas and start thinking about the course Capstone Project

Data Science Bootcamp - Week 1

3 minute read

Follow along as I go through General Assembly’s 10-week Data Science Bootcamp

Updating React Context does not update my component

4 minute read

Updating Context will re-render context consumers, only in this example, it doesn’t

Pre-render strategies in NextJS

8 minute read

Static Site Generation, Server Side Render or Client Side Render, what’s the difference?

Penny Pinching using the Jamstack Architecture

4 minute read

How to ace your Core Web Vitals without breaking the bank, hint, its FREE! With Netlify, Github and GatsbyJS.

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2020

DynamoDB and Single-Table Design

9 minute read

Follow along as I implement DynamoDB Single-Table Design - find out the tools and methods I use to make the process easier, and finally the light-bulb moment...