We are looking for an expert in machine learning to help us drive business value for our online platform users. You will lead all the processes from data collection, cleaning, and preprocessing, to training models and deploying them to production.
The ideal candidate will be passionate about artificial intelligence and stay up-to-date with the latest developments in the field.
We are using Azure to host our data and models so experience with Azure is helpful. You will be undertaking projects to help us recommend products, identify what products to promote to different local partners and prioritize what local partners a manufacturer can interact with.
- Understanding business objectives and developing models that help to achieve them, along with metrics to track their progress
- Managing available resources such as Azure compute instances, data, and personnel so that deadlines are met
- Analyzing the ML algorithms that could be used to solve a given problem and ranking them by their success probability
- 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
- Verifying data quality, and/or ensuring it via data cleaning
- Supervising the data acquisition process if more data is needed
- Finding available datasets online that could be used for training
- Defining validation strategies
- Defining the preprocessing or feature engineering to be done on a given dataset
- Defining data augmentation pipelines
- Training models and tuning their hyperparameters
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