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219 total results found

Workflows and Processes

PKM

Question Answering

AI and ML Tasks

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

JIRA

Security

Software Misc

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

AI and ML

Tasks within ML and NLP

Exploratory Data Analysis (EDA)

Data Quality and Preparation

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

AI and ML

Explainability

AI and ML Explainability and Model Analysis

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

Python

Working with the Django web framework and associated libraries

Home Page

🌱 Seed Propagator

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

AI and ML

☕ Coffee

🌱 Seed Propagator

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

Node and Typescript

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...

typescript
nodejs