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.