![blog10](build/img/blog/blog11.png)
20 Jul 2024
Making an API out of a Hugging Face model — deployment: Closing
In the previous four posts, we have been demonstrating how you can grab a preconfigured Hugging Face model and create an API from it. The API we made can read in a CV (or any PDF document) and recommend skills that are implied or stated in there from a predefined list. Now it’s time to wrap that project up.
![blog10](build/img/blog/blog10.png)
13 Feb 2024
Making an API out of a Hugging Face model — deployment: part 3
We will use Docker to package the Python application and Flask API into a container, ensuring consistent execution across environments. This allows easy deployment and scaling on Cloud Run or other platforms, providing seamless access to the API.
![](build/img/blog/blog9.jpg)
18 Dec 2023
Making an API out of a Hugging Face model — the code: part 2
In the last post we showed you how to match sections of a CV to a list of skill names without turning it into an API. Here we will add the code that will turn that code into an API and serve it on Cloud Run.
![](build/img/blog/blog8.jpg)
27 Oct 2023
Making an API out of a Hugging Face model — the code: part 1
In the previous blog post, we have set the stage for a deep dive into the practical aspects of AI deployment using an API served on Cloud Run. In this installment, we will demonstrate how to recommend skills from a CV without turning your code into an API.
![](build/img/blog/blog7.jpg)
25 Jul 2023
Making an API out of a Hugging Face model — Introduction
This is the introduction to a blog series that shows how to create an API out of one of the Transformer models from Hugging Face. Currently, all the AI-related blog posts out there explain how to create an AI system, but few talk about how to actually deploy it.
![](build/img/blog/blog6.jpg)
2 May 2023
Are you paying enough attention to the EU AI-ACT? | Part 2
While most organisations are only just coming to terms with the EU’s General Data Protection Regulation (GDPR), the next big thing is already looming on the horizon: The EU AI-Act, or AIA.
![](build/img/blog/blog5.jpg)
2 May 2023
Are you paying enough attention to the EU AI-ACT? | Part 1
While most organisations are only just coming to terms with the EU’s General Data Protection Regulation (GDPR), the next big thing is already looming on the horizon: The EU AI-Act, or AIA.
![](build/img/blog/blog4.jpg)
17 Apr 2023
How to test Databricks’ Dolly 2.0?
We had our first look at the recently released Dolly 2.0, an open-source instruction-following Large Language Model (LLM). This model is similar to ChatGPT’s but with a free license for research and commercial use.
![](build/img/blog/blog3.jpg)
22 Feb 2023
Break the cycle: How to develop AI solutions that really work for government
Are you tired of hearing about the next major wave of digital transformation that will revolutionize government; only to see it fall short of expectations?
![](build/img/blog/blog2.jpg)
22 Feb 2023
Creating a long running job in GCP’s new Batch service
TLDR. You can run long-running jobs on a fully configurable virtual machine using Google Cloud Platform’s (GCP) new Batch service. You can find the link to Github with our working sample here.
![](build/img/blog/blog1.jpg)
11 Aug 2022
Predicting vaccine uptake with publicly available data
Tim Sanderse did this research as part of his master in Data Science and Society at Tilburg University. I tried to predict vaccine coverage rates in sub-national areas based on socio-demographic variables using machine learning models.