Description

You will design, develop, and deploy machine learning models for a digital advertising recommendation engine.

Responsibilities

  • Design and implement machine learning models including regression, classification, collaborative filtering, and deep learning to predict campaign performance.
  • Perform feature engineering, data cleaning, and preprocessing to prepare datasets for model training.
  • Deploy and maintain machine learning models on Vertex AI.
  • Utilize BigQuery to extract, transform, and analyze large datasets.
  • Collaborate with Data Engineers and Backend Engineers to build data pipelines and ensure seamless integration on Google Cloud Platform.
  • Optimize model parameters for cost and performance on GCP.

Required Skills

  • 5+ years of experience building machine learning models.
  • 10+ years of software development experience.
  • Strong programming skills in Python using scikit-learn, TensorFlow, or PyTorch.
  • Expertise in data manipulation and analysis using SQL and BigQuery.
  • Hands-on experience with Google Cloud Platform (GCP) and Vertex AI.
  • Deep understanding of statistical modeling and machine learning algorithms.
  • Ability to communicate findings and insights through clear visualizations and reports.
  • Bachelor's or Master's degree in Computer Science, Statistics, Mathematics, or a related field.

Preferred Skills

  • Experience leveraging LLMs for improving data quality or generating explainable text from datasets.

Education

Any Graduate