Job Location: Work From Home
Selected intern’s day-to-day responsibilities include:
1. Understanding business objectives and developing models that help to achieve them, along with metrics to track their progress
2. Managing available resources such as hardware, data, and personnel so that deadlines are met
3. Analyzing the ML algorithms that could be used to solve a given problem and ranking them by their success probability
4. Exploring and visualizing data to gain an understanding of it, then identifying differences in data distribution that could affect performance when deploying the model in the real world
5. Verifying data quality, and/or ensuring it via data cleaning
6. Supervising the data acquisition process if more data is needed
7. Finding available datasets online that could be used for training
8. Defining validation strategies
9. Defining the preprocessing or feature engineering to be done on a given dataset
10. Defining data augmentation pipelines
11. Training models and tuning their hyperparameters
12. Analyzing the errors of the model and designing strategies to overcome them
13. Deploying models to production
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