S I M C O E . A I

Simcoe.AI

Job Description

We are looking for an expert in machine learning to lead all the processes from data collection, data cleansing and preprocessing, to training models and deploying them to production. The ideal candidate will be passionate about artificial intelligence and stays up-to-date with the latest technologies and industry standards in the field.

Responsibilities

  • Understanding business objectives and developing models that help achieve them, along with metrics to track the success of models

  • Analyzing ML algorithms, proposing candidate algorithms to solve a given problem and ranking them by probability of their success, along with indicators for success measurements

  • Verifying data quality, and/or ensuring it via data cleansing

  • 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 on a given dataset -> ?

  • Defining data augmentation pipelines

  • Training models and tuning their hyperparameters

  • Analyzing the errors of the model and designing strategies to overcome them

  • Deploying models to production

Skills

  • Proficiency with a deep learning framework such as TensorFlow or Keras

  • Proficiency with Python and basic libraries for machine learning such as scikit-learn and pandas

  • Expertise in visualizing and manipulating big datasets

  • Proficiency with Microsoft Machine Learning Studio

  • Familiarity with Linux