Job Summary:As a member of the Algorithms and Machine Learning team at Pison Technology, the Data Scientist will support machine learning research and development through data collection, signal processing, data mining/analysis, and model research. Additionally, the Data Scientist will work with machine learning engineers in Pison’s production inference pipeline development, deployment, and optimization. The Data Scientist will not only collect/gather data used for training/tuning models and for performing benchmarking tests on these models to predict real-time performance, but will also have the opportunities to participate in these experiments.
Duties/Responsibilities:
Research for state-of-the-art neurological insights prediction, sports activity classification, and gesture classification algorithms using IMU and biopotential sensor data with conventional ML and deep learning AI techniques
Use code and tools in Python to test and characterize performance and limitations of different neurological insights prediction, sports activity classification, and gesture classification models
Perform data mining and data characterization to generate metrics and methods for evaluating performance the different algorithms and models
Contribute to code reviews and mentoring of junior level team members
Skills/Abilities:
BS in CS or a related quantitative field.
1+ years of industrial experience
Understanding and experience with ML/AI, deep learning algorithms and development (CNN, TCN, RNN, GAN, Transformer, Transfer Learning, Contrastive Learning, Novelty Detection, etc.)
Knowledge of math, statistics, multivariate analysis, statistical tests
Python coding skills
Experience with one or more machine learning frameworks such as TensorFlow and/or PyTorch
Understanding of numerical implementations
Understanding of cloud computingK
nowledge of data queryingknowledge of EMG, EEG, ECG, IMU, CV algorithms
