Cristiana Carpinteiro Email & Phone Number

Porto, PT

Portugal

As an Senior Machine Learning Engineer at Loka, I specialize in developing machine learning models and pipelines for biotech companies, with a particular focus on drug discovery.

Porto, Portugal

- Developing state-of-the-art deep learning models for aptamer generation in collaboration with a Biotech client, making use of graph neural networks and transformers to leverage novel protein representations and pre-trained models. - Creating and optimizing the necessary infrastructure to run deep learning models at scale, using Ray and PyTorch Lightning..

- Developing signal processing and feature engineering pipelines.- Implementing machine learning and deep learning algorithms. - Designing experimental protocols to assure the quality of the datasets produced.- Successfully managing a collaboration with an academic partner.- Manage cloud resources.- Co-supervising of two master thesis students..

Porto Area, Portugal

At i3s, I developed and implemented computational algorithms for monitoring laboratory animal's health, using thermography images. The work included automatic segmentation and identification of animals based on the it's thermal signature. This work resulted in one publication.

Developed three computational tools for the analysis of neural coding mechanisms of sensory information in the spinal cord: 1. Library for the simulation of coding strategies in the ascending pathways2. Algorithm for the automatic identification of functional connections in experimental data3. Custom-made automated protocol compatible with spinal cord.

Assisted students in practical classes of Surgical Navigation Technology course.

Portugal

Worked on the quality assessment of wearable EEG systems and comparison with medical devices. I was responsible for the design of stimulation protocols for visual perception tasks, EEG acquisition and subsequent signal processing and analysis.

Developed algorithms for computer vision, biometrics and machine learning research. This work resulted in two publications and a poster at the 8th Symposium on Bioengineering.

Master’S Degree, Bioengineering, 18/20

Relevant Projects: • Visual HFO: Interface to help neurologists decoding EEG activity in epilepsy patients - Curricular project in.

Erasmus Intern At Robotics And Mechatronics Group, 20/20

Developed an intraoperative navigation system to be used during the treatment of paranasal sinus cancer with photodynamic therapy. I had.