Adrien Mainka Email & Phone Number

Montreal, QC, CA

Montreal, Quebec, Canada

• Built, deployed and maintained an intelligent dashboard automating daily reporting processes to optimize retail management strategy resulting in a significant decrease of manual effort for >100 daily users in various.
• Oversaw entire project lifecycle from business requirements to design, development and implementation Collaborating with other developers and teams, including managing and onboarding new resources
• Leveraged PySpark on AWS suite for ETL pipelines implementation, and PostgreSQL for fast queries and database management as part of data engineering and data architecture responsibilities to underpin the dashboard
• Developed a demand forecasting solution using deep learning models (AutoGluon, Chronos) to predict item sales at various granularities, an interactive accuracy monitoring tool (Streamlit) and smart model selection
• Initiated the migration of our data workflows to Snowflake and DBT, following research and prototyping of their benefits

Varennes, Quebec, Canada

• Built a pole and wire detection POC to anticipate and avert trees incident on powerline and reduce maintenance costs
• Developed a combination of geometric (RANSAC) and deep learning (PointNet) approaches for electric pole detection in large LiDAR point clouds of rural roads achieving 90% recall and 70% precision
• Trained different neural network architectures on computing cluster using Keras and SLURM
• Implemented custom data loader to fully utilizes the GPU while providing many data augmentation methods
• Conducted a literature review and implemented a recent research publication (ground removal in point clouds)

Master'S Degree, Computer Science And Artificial Intelligence

Bachelor'S Degree, Computer Science