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Mark Ryan
Mark Ryan

806 Followers

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6 days ago

Deploy Keras models with Vertex AI

Using a Vertex AI endpoint to augment a simple web deploy deployment Earlier this year I shared a story about deploying a Keras model using preprocessing layers in a simple, Flask-based web application. In this article I will show how to adapt that solution to replace the local invocation of…

Keras

6 min read

Deploy Keras models with Vertex AI
Deploy Keras models with Vertex AI
Keras

6 min read


Mar 16

On the Tube with GPT-4

Going back underground with OpenAI’s latest model Back in 2020 I wrote an article about navigating the London Underground using GPT-3. Back then all kinds of people were getting GPT-3 to solve all kinds of problems, but nobody seemed to be testing it on spatial problems. I decided to see…

Gpt 4

5 min read

On the Tube with GPT-4
On the Tube with GPT-4
Gpt 4

5 min read


Published in The Modern Scientist

·Mar 12

A better way to deploy Keras models

Streamlined web deployments of Keras models with preprocessing layers — Three years ago I published a story about deploying a Keras model using Flask. In that story I described how to set up a Flask server and a simple set of HTML pages to create a web deployment for a Keras model trained on a tabular dataset. This approach worked…

Keras

4 min read

A better way to deploy Keras models
A better way to deploy Keras models
Keras

4 min read


Feb 27

Rainhill Trials for AI

The ARC challenge and the future of AI Nobody can predict the future reliably, but history can sometimes give us an idea of how things will unfold. Today we may be on the cusp of an AI revolution, or we could be in for several more years of debate, disappointed…

AI

4 min read

Rainhill Trials for AI
Rainhill Trials for AI
AI

4 min read


Dec 18, 2022

Translating COBOL to JavaScript using ChatGPT

Can ChatGPT find new life for punch card era code? Back in 2021 I wrote an article about using OpenAI’s Codex to translate COBOL code to JavaScript. Codex did a decent job translating simple COBOL programs. Now that ChatGPT is available, I wanted to see whether it was able to…

Cobol

4 min read

Translating COBOL to JavaScript using ChatGPT
Translating COBOL to JavaScript using ChatGPT
Cobol

4 min read


Dec 17, 2022

Google Professional Machine Learning Engineer Certification

Lessons I learned getting this certification — In early 2022 I wrote the Google Associate Cloud Engineer (ACE) exam. I found the process of preparing for this exam extremely helpful. I learned about the key components of Google Cloud and got hands-on experience working with these components to solve problems. Just about every day in my job…

Google Cloud

5 min read

Google Professional Machine Learning Engineer Certification
Google Professional Machine Learning Engineer Certification
Google Cloud

5 min read


Dec 1, 2022

GPT-3 vs. ChatGPT

How much have things progressed in 2 years? Since I got access to GPT-3 in the summer of 2020 I have been astonished by how much it is capable of doing. When OpenAI announced the availability of ChatGPT, I decided to compare how it performed on some questions that had…

Chatgpt

4 min read

GPT-3 vs. ChatGPT
GPT-3 vs. ChatGPT
Chatgpt

4 min read


Aug 28, 2022

Stable Diffusion vs. DALL·E 2

Comparing the results produced by each system with identical prompts Earlier this year I got access to DALL·E 2 and wrote an article to describe my initial experience with it. When Stable Diffusion was released this month, I was interested to see how it compared to DALL·E 2. Starting with…

Stable Diffusion

5 min read

Stable Diffusion vs. DALL·E 2
Stable Diffusion vs. DALL·E 2
Stable Diffusion

5 min read


Jul 16, 2022

First taste of DALL·E 2

Experimenting with images generated from text — I’ve had access to OpenAI’s GPT-3 for almost two years, and access to Codex for about a year. I’m grateful for the opportunity to experiment with these models, and I have blogged and created videos to record my experiences. After a wait of several months, this week I got access…

5 min read

First taste of DALL·E 2
First taste of DALL·E 2

5 min read


Published in Towards Data Science

·Jan 31, 2022

AlphaFold for Everybody

A new Google Cloud blog shows how to use Vertex AI to run DeepMind’s groundbreaking Alphafold protein structure prediction system — I spent several months in early 2021 interviewing data science candidates. In every interview, I asked the candidate to name two major AI accomplishments from 2020. Here are the two headlines I was looking for: GPT-3 — released in limited beta by OpenAI in June 2020 2. AlphaFold — announced…

Alphafold

6 min read

AlphaFold for Everybody
AlphaFold for Everybody
Alphafold

6 min read

Mark Ryan

Mark Ryan

806 Followers

Technical writing manager at Google. Opinions expressed are my own.

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