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Workflows and Processes
Question Answering
Approaches Fine-Tuning Sentence-BERT for Question Answering CapitalOne produced a tutorial (mirror) about using sentence-transformers for Question Answering. They use SBERT because it is optimised for fast compute on individual sentence and has good general ...
Migrating from Linear to JIRA
Security
The OWASP API Top 10 security measures may be a good place to start when trying to decide what security to implement on your web project
Mental Health
Tasks
Tasks within ML and NLP
Exploratory Data Analysis (EDA)
There are a number of powerful tools like Pandas Profiling and SweetViz that can make EDA fast and repeatable. Pandas Profiling Pandas Profiling is an automated EDA tool that generates rich HTML reports from pandas dataframes. It can be a very nice way to show...
AWS
Amazon Web Services (AWS) is one of the "big three" cloud platforms
Machine Learning with Limited Data
Explainability
Explainability is a big challenge in machine learning. I wrote a blog post about the ELI5 library and how it can be applied to NLP models. Introducing ML customers to explainability early on can be a great way to build trust. A colleague suggests using Streaml...
Music Production
Django
Working with the Django web framework and associated libraries
Home Page
Welcome to the digital garden of James Ravenscroft. This site is where I keep my notes in progress, some of the material is not fully fleshed out and some of the fleshed out work may be a bit rough around the edges. More polished work can be found on my main b...
Music General
Photo by John Matychuk on Unsplash
Explainability and Model Analysis
☕ Coffee
Good UK Coffee Merchants Hayling Island Coffee Society (HICS), Portsmouth A local (to me), independent coffee roaster on Hayling Island just north of Portsmouth, Hampshire Notable Blend: HICS Volcano Island - a strong dark roast similar to Taylors Hot Java ...
Home Automation
Home automation and solar energy Photo by Mischa Frank on Unsplash
NPM and Gitlab
Gitlab has a built in package repository that can be used as a stand in for NPM's global repo. Best practice is to map a scope to your repository in your .npmrc file and in your package's package.json file. Gitlab uses CI tokens to authenticate against the npm...