Alex AdamCrafting the Next Generation ML Engineering AssessmentHiring for machine learning engineers is no easy task. A quick look at job postings on LinkedIn reveals that in today’s job market…11 min read·Mar 23, 2024----
Alex AdaminTowards Data ScienceEnd to End ML with GPT-3.5Learn how to use GPT-3.5 to do the heavy lifting for data acquisition, preprocessing, model training, and deployment14 min read·May 24, 2023--4--4
Alex AdaminTowards Data ScienceVisualizing Image SimilaritiesUnpacking the features learned by a deep convolutional neural network (CNN) is a dauting task. Going through each layer to either…4 min read·Mar 12, 2021--1--1
Alex AdaminTowards Data ScienceEnsemble Robustness to Adversarial ExamplesLast summer I had the pleasure of working with a talented undergraduate researcher named Romain Speciel on a project that looked at how to…7 min read·May 13, 2020----
Alex AdaminTowards Data ScienceIncreasing Interpretability to Improve Model RobustnessA recent attempt to improve the robustness of convolutional neural networks (CNNs) on image classification tasks has revealed an…6 min read·Apr 25, 2020----
Alex AdaminTowards Data ScienceNeural Architecture Search — Limitations and ExtensionsFor the past couple of years, researchers and companies have been trying to make deep learning more accessible to non-experts by providing…11 min read·Sep 14, 2019--1--1
Alex AdaminTowards Data ScienceAdversarial Examples — Rethinking the DefinitionAdversarial examples are a large obstacle for a variety of machine learning systems to overcome. Their existence shows the tendency of…8 min read·Sep 8, 2019----