Speaking as a Machine Learning Engineer with 2 years of hands-on experience in a startup, I work in a pretty broad role. Most of my time is spent in the building, training/testing, deploying RestAPI and improving upon various ML/DL models or approaches in different sub-domains of computer vision, statistical modelling. Part of the job that I enjoy the most is implementing the models from the papers either from scratch (taking cues and inspiration) or extending and re-using the open-source repositories, searching for tricks, hyper-parameters, consolidating the results, making a live demo RestAPI of how it would look like in production, I also spend a good amount of time doing data analysis on a small amount of data. I appreciate the Width and depth of learning and research environment Data Science field provides.
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