ABOUT
Shalom,
I'm Ido, a data scientist with a strong software engineering background.
I enjoy discovering insights and building pragmatic machine learning solutions. My experience includes:
- CTO (technology vision & strategy, product concept viability)
- ML architecture (solution design, infrastructure design, best practices)
- Supervised learning (classification, regression, recommender systems)
- Unsupervised learning (clustering, dimensionality reduction, factorization)
- Reinforcement learning (multi-armed bandit, q-learning, deep RL models)
- Deep learning (deep probabilistic modeling, generative models)
- Probabilistic programming (STAN, Monte Carlo, hierarchical models)
- Digital signal processing (classification, 1D & 2D signals, signal processing)
- Computer vision (image classification, object detection, image translation)
- Text analytics (NLP, text similarity, classification, NER)
- Time series (ARIMA, Bayesian models, ML & deep learning models)
- Optimization (genetic algorithms, linear solvers, mixed-integer programming)
- Work with large amounts of data in operational environments
- Built solutions for Fortune 50 companies in various sectors: automotive, finance, and health care.
As a freelancer, I've worked at: BioCatch, Personalics, Agmatix, BiomX, Otipo, ...
My pre-freelancer life includes: Hermetric (founder), Radware, Protegrity, ...
MBA, Tel-Aviv University
MSc. Computer Science, University of Southern California
BSc. Information & Computer Science, University of California, Irvine