Portfolio

Autonomous Driving

  1. Lane detection using computer vision techniques [Python, OpenCV]
  2. Traffic sign classification using deep learning [Python, Tensorflow, OpenCV]
  3. Behavioral cloning using deep learning [Python, Keras, OpenCV]
  4. Advanced lane detection with camera calibration. In addition road curvature and vehicle offset relative to the center of line are calculated [Python, OpenCV]
  5. Computer vision-based real-time vehicle detection system [Python, scikit-learn, OpenCV]

General Data Science

  1. Predictive modeling in breast cancer diagnostics using supervised machine learning techniques [Python, scikit-learn]

Deep Learning: Non-Technical Writing

  1. CapsNet Series in four parts (1, 2, 3, 4) — a popular introduction of the novel neural network architecture. This series was originally published on Medium (1, 2, 3, 4), where it got a lot of attention.
  2. Stochastic Weight Averaging — a new way to get state of the art results in deep learning.
  3. Deep Learning Vision for Non-Vision Tasks — three case studies about creative application of deep learning vision models to non-vision tasks
  4. Key Deep Learning Architectures for Visual Object Recognition — a series of posts about the most important CNN architectures.