Nicola Pezzotti

Research Scientist and Engineer in Machine Learning and Visual Analytics

Follow me on GitHub

Resources

Visual Analytics

  • InfoVis:Wiki: The InfoVis:Wiki project is intended to provide a community platform and forum integrating recent developments and news on all areas and aspects of Information Visualization.
  • MultiVis.net: Visualization and Visual Analysis of Multifaceted Scientific Data.
  • TreeVis.net: A Visual Bibliography of Tree Visualization.

Deep Learning

  • Caffe: a fast open framework for deep learning.
  • TensorFlow: an Open Source Software Library for Machine Intelligence.

Reinforcement Learning

  • OpenAI Gym: A toolkit for developing and comparing reinforcement learning algorithms. It supports teaching agents everything from walking to playing games like Pong or Go.
  • DeepMind Atari Deep Q Learner: Code for the Human-Level Control through Deep Reinforcement Learning paper with some experiments.

Geometry Processing

  • The Computational Geometry Algorithms Library - CGAL.
  • Poisson Surface Reconstruction - GitHub repo.
  • FAISS: Facebook’s ANN library.
  • FLANN: Fast Approximate Nearest Neighbors.
  • NanoFlann: C++ header-only library for building KD-Trees, mostly optimized for 2D or 3D point clouds.
  • Introduction on Similarity Search using Locality Sensitive Hashing.

Data Structures

C++

Software Engineering

  • Catch: a modern, C++-native, header-only, framework for unit-tests, TDD and BDD .