ITAY BAREL
Thousand Oaks,United States
Summary
SUMMARY With over 12 years of experience as a data scientist, I have a strong background in both leadership roles and the development of theoretical models and statistical analysis. My expertise includes utilizing classic machine learning and deep learning techniques to analyze datasets. I thrive in multidisciplinary and collaborative environments and am quick to learn new technical skills and adopt the latest analytical methods. My experience includes modeling complex systems and applying statistical methods to gain insight into underlying processes. I am passionate about exploring and finding patterns in large data sets and have a proven ability to communicate and present my work effectively to both business stakeholders and professional settings. Additionally, I excel in developing, growing, and mentoring teams in a fast-paced startup environment.
Overview
14
14
years of professional experience
Work History
Director of Data Science and Software Development
Nexa3D
10.2019 - Current
- Successfully manage a team of nine software developers and data scientists to deliver innovative solutions and drive business growth
- Lead the development of advanced software products such as NexaX, a print preparation software featuring automated intelligent support generation and fully integrated build setup and print management capabilities
- Mentor junior scientist, developers and engineers through onboarding process and long-term team contributions.
- Promote the use of data science practices across all aspects of our product and service portfolio and business engagements, fostering a culture of learning, exploration, and discovery within the organization
- Expertise in utilizing advanced analytics, including machine learning, deep learning, and statistical models, to extract valuable insights from customer data and develop data-driven solutions
- Identified novel ways machine learning approaches can improve decisions, add value to services, and contribute to the advancement of ideas into the marketplace
- Responsible for driving the data and software product roadmap for Nexa3D, ensuring that our products and services stay at the forefront of the industry
- Gathered, defined and refined requirements, led project design and oversaw implementation.
- Partnered with subject matter experts in continuous improvement process, upgraded data quality and recommended innovative information management strategies.
Senior Data Scientist
Nexa3D
08.2018 - 10.2019
- Developed algorithms to improve print performance of Nexa3D 3D resin and SLS printers, utilizing computer vision and deep learning techniques
- Designed and implemented deep learning methods resulting in a 70% increase in print speed on average
- Developed automated calibration process for Nexa3D light engine using computer vision and deep learning methods, resulting in an 80% increase in light engine uniformity and a 50% reduction in rejected LCD components
- Analyzed IoT data from 3D printers and built models for anomaly detection and predictive maintenance
- Developed graph-based deep learning models for mesh segmentation and classification
- Expertise in developing cutting-edge algorithms to optimize the print performance of Nexa3D 3D resin and SLS printers
- Proven track record of designing and implementing deep learning methods resulting in a significant increase in print speed
- Experience in using both classical computer vision and deep learning methods for automated calibration process, resulting in increased light engine uniformity and reduction in rejected components
- Proficient in analyzing IoT data from 3D printers to build models for anomaly detection and predictive maintenance
- Experience in developing advanced graph-based deep learning models for mesh segmentation and classification
- Director Data Science
- Devised and deployed predictive models using machine learning algorithms to drive business decisions.
- Compiled, cleaned and manipulated data for proper handling.
- Developed intricate algorithms based on deep-dive statistical analysis and predictive data modeling.
Researcher
UC Santa Barbara
01.2015 - 08.2018
- Designed and implemented innovative statistical mechanical models to elucidate the behavior of enzymes in their interactions with DNA
- Conducted comprehensive statistical analysis on terabytes of molecular dynamics simulation data to forecast key properties of bio-membranes with high accuracy
- Developed cutting-edge algorithms for enzyme characterization, leveraging advanced analytical techniques on experimental data.
Teaching Assistant
Tel Aviv University
01.2009 - 01.2015
- Instruct student in Physical Chemistry laboratory
- Teaching advanced numerical and statistical methods, modern experiment design and control methods
- Achieved the highest ranking in student satisfaction surveys.
Education
Bachelor of Science - Computer Science
Tel Aviv University
Tel Aviv, Israel10.2009
Bachelor of Science - Chemistry
Tel Aviv Universty
Tel Aviv, Israel10.2009
Ph.D. - Computational Physical Chemistry
Tel Aviv University
Tel Aviv, Israel10.2014
Skills
- Python (Programming Language)
- SQL
- Deep Learning
- Machine Learning
- Statistical Data Analysis
- PyTorch
- TensorFlow
- Internet of Things (IoT)
- Apache Spark
- Apache Kafka
- Computer Vision
- Unstructured Data
- Time Series Models
- Agile Methodology
- Computational Modeling
- Team Management
- Product Roadmaps
- Business Leadership
Additional Information
- Dean Scholarship for Excellent Ph.D. Students - Tel Aviv University
- Clore Scholarship award for outstanding Ph.D. students - Clore Foundation Selected among ten awardees out of hundreds of applicants all over the country.
Timeline
Director of Data Science and Software Development
Nexa3D
10.2019 - Current
Senior Data Scientist
Nexa3D
08.2018 - 10.2019
Researcher
UC Santa Barbara
01.2015 - 08.2018
Teaching Assistant
Tel Aviv University
01.2009 - 01.2015
Bachelor of Science - Computer Science
Tel Aviv University
Bachelor of Science - Chemistry
Tel Aviv Universty
Ph.D. - Computational Physical Chemistry
Tel Aviv University
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