Kostas StathoulopoulosinDiscovery at NestaHow to build an early-years activity recommender with retrieval-augmented generation, GPT-4 and…We used GPT-4, Pinecone and Streamlit to generate early-years activities grounded in Development Matters best-practice guidanceSep 4, 20231Sep 4, 20231
Kostas StathoulopoulosinDiscovery at NestaHow to use GPT-4 and OpenAI’s functions for text classificationA technical guide on how we mapped early-years activities to seven Areas of Learning from the Early Years Foundation Stages frameworkAug 31, 20232Aug 31, 20232
Kostas StathoulopoulosinDiscovery at NestaUsing Streamlit and GPT-4 to prototype a web app for suggesting personalised early-years activitiesA technical guide on how OpenAI’s GPT-4 could assist caregivers by suggesting personalised activities in early-years education.Aug 8, 20231Aug 8, 20231
Kostas StathoulopoulosinTowards Data ScienceHow to deploy a semantic search engine with Streamlit and Docker on AWS Elastic BeanstalkIn this tutorial, we will create a Streamlit application and deploy the search engine both locally and on AWS Elastic Beanstalk.Nov 9, 20201Nov 9, 20201
Kostas StathoulopoulosinTowards Data ScienceHow to Build a Semantic Search Engine With Transformers and FaissIn this tutorial, you will learn how to build a vector-based search engine with sentence transformers and Faiss.Nov 9, 20206Nov 9, 20206
Kostas StathoulopoulosHow to set up a GPU instance for machine learning on AWSWe’ve all tried to train a deep learning model on our laptop, haven’t we? It’s fairly fast for small datasets and shallow models! However…Apr 29, 20201Apr 29, 20201
Kostas StathoulopoulosA walkthrough of Orion’s backend, data and design decisionsIn the previous blog, I introduced Orion, an open-source tool for the science of science that I am developing as part of my fellowship…Mar 16, 20201Mar 16, 20201
Kostas StathoulopoulosOrion: An open-source tool for the science of scienceImagine you are a policymaker with a pot of money to invest in research. How do you ensure your investment strategy does not perpetuate…Feb 9, 20201Feb 9, 20201