PinnedLet’s Unify AI!At Ivy, we’re on a mission to unify all ML frameworks 💥 + automate code conversions 🔄 pip install ivy 🚀, join our growing community 😊, and let’s unify.ai! 🦾 In this post, we introduce Ivy; a new ML framework which currently supports JAX, TensorFlow, PyTorch, MXNet and Numpy…Python3 min readPython3 min read
Jan 29, 2022Should all ML Frameworks be Standardized?[part of the Let’s Unify AI series] [more info at lets-unify.ai] Skepticism With our central goal being to unify all ML frameworks, you would be entirely forgiven for raising an eyebrow 🤨 “You want to try and somehow unify: TensorFlow, PyTorch, JAX, NumPy, MXNet and others, all of which have strong…Machine Learning4 min readMachine Learning4 min read
Jan 29, 2022Should We Unify all ML Frameworks?[part of the Let’s Unify AI series] [more info at lets-unify.ai] “What is the point of unifying all ML frameworks?” you may ask. You may be perfectly happy with the framework you currently use, and that’s great! …Machine Learning3 min readMachine Learning3 min read
Jan 29, 2022ML Explosion[part of the Let’s Unify AI series] [more info at lets-unify.ai] The number of open source ML projects has grown considerably in recent years, especially Deep Learning, as can be seen from the rapidly increasing number of GitHub repos containing the term “Deep Learning” over time. …Machine Learning2 min readMachine Learning2 min read
Jun 15, 2019Part III: Projective Geometry in 3DA short blog post extending the ideas of projective geometry and homogeneous co-ordinates from 2D space to full 3D space Before diving in, it is worth emphasizing that everything covered in this post is derived from chapter 3.1 and 3.2 of the well known Hartley Zisserman book, in particular pages…Computer Vision7 min readComputer Vision7 min read
Jun 15, 2019Part II: Projective Transformations in 2DA short blog post introducing projective transformations, and the hierarchy of transformation specializations. This post will be limited to the case of 2D points and lines, with later posts generalizing to 3D Before diving in, it is worth emphasizing that everything covered in this post is derived from chapters 2.3…Computer Vision21 min readComputer Vision21 min read
Jun 15, 2019Part I: Projective Geometry in 2DA short blog post introducing what is meant by projective geometry, and the application of homogeneous co-ordinates. This post will be limited to the case of 2D points and lines, with later posts generalizing to 3D Before diving in, it is worth emphasizing that everything covered in this post is…Computer Vision20 min readComputer Vision20 min read
Jun 15, 2019Projective Geometry SeriesShort series laying down the foundations on the representations, terminology, and notation used in projective geometry for computer vision. This series is part of the wider series on Multiple View Geometry Part I: Projective Geometry in 2D introduction to projective geometry, and the application of homogeneous co-ordinates, limited to the case of 2D points and lines. Part II: Projective Transformations in 2DComputer Vision1 min readComputer Vision1 min read
Jun 15, 2019Multiple View Geometry SeriesA very condensed series on multiple view geometry, heavily inspired by the excellent Hartley and Zisserman book, but with the aim of being more direct on some key topics, and hopefully more accessible for the novice reader This Multiple View Geometry Series in broken down into the following sub-series, closely following some of the chapters in the Hartley-Zisserman book. Part I: Projective Geometry SeriesComputer Vision1 min readComputer Vision1 min read
