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.