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Ioana Preoteasa's Projects

cnn-seminar icon cnn-seminar

Additional example of a Convolutional Neural Network with theory and practice questions throughout in comments.

ds_indeed_job_market_analysis icon ds_indeed_job_market_analysis

After scraping over 1k jobs from indeed.co.uk, I analysed the text and salary data to determine insights that would be useful to new or aspiring data scientists

ioanafio icon ioanafio

The personal website of Ioana Fiona Preoteasa

london_air_quality icon london_air_quality

Project analysing changes to levels of pollutants in Central and Greater London before and after the introduction of the Ultra-Low Emissions Zone (ULEZ).

ml_sagemaker_studies icon ml_sagemaker_studies

Case studies, examples, and exercises for learning to deploy ML models using AWS SageMaker.

mleng_vs_dscientist_analysis icon mleng_vs_dscientist_analysis

Webscraping Indeed.co.uk to collect data on jobs posted for Data Scientists vs ML Engineers to help future job searches

named_entity_recog_project icon named_entity_recog_project

Work In Progress - Building machine learning models to identify special entities (e.g. locations, political entities) using the GMB corpus.

pca_and_clustering_for_edu_purposes icon pca_and_clustering_for_edu_purposes

Upon request from students in their final cohort, I ran a short tutorial on Principal Component Analysis and on on a few different types of clustering.

plagiarism-detection icon plagiarism-detection

Building a classifier to predict whether a student response is plagiarizing a Wikipedia source text

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