APTOS 2019 Blindness Detection — Playing around with ResNeXts and Progressive NASNet
Author(s): Luka Chkhetiani Originally published on Towards AI. APTOS 2019 Blindness Detection U+007C Towards AI A while ago Kaggle announced challenge: APTOS 2019 Blindness Detection — Detect diabetic retinopathy to stop blindness before it’s too late. The idea of competition is to …
Stop Calling Automation AI… and the Natural Progression of Intelligent Machines
Author(s): Junis Alico Originally published on Towards AI. Defining Automation and AI U+007C Towards AI Photo credit: Image by Gerd Altmann In the last few years, I’ve noticed a lot of C-level executives use AI in their keynote speeches and television appearances. …
PEARL: Probabilistic Embeddings for Actor-Critic RL
Author(s): Sherwin Chen Originally published on Towards AI. A sample-efficient meta reinforcement learning method Top highlight Source: Unsplash Meta reinforcement learning could be particularly challenging because the agent has to not only adapt to the new incoming data but also find an …
Exploring Deep Dream using Tensorflow 2.0
Author(s): Abhinav Prakash Originally published on Towards AI. Diving Into Deep Dream using Tensorflow U+007C Towards AI Deep Dream Using Tensorflow My image which generated by Deep Dream. Whenever any person hears about Deep Learning or Neural Network the things which first …
What does Bidirectional LSTM Neural Networks has to do with Top Quarks?
Author(s): Riccardo Di Sipio Originally published on Towards AI. And how it turned out that looking at a sequence of vectors in four dimensions from two opposite sides was the key to solve a decades-old problem In a recent paper Bidirectional Long …
How does Data Noising Help to Improve your NLP Model?
Author(s): Edward Ma Originally published on Towards AI. The objective of injecting data noising Photo by Edward Ma on Unsplash Introducing data noising to neural network aims at improving model generalization and performance. Xie et al. proposes several ways to generate more …
StyleGAN Generated Face Classification with ResNexts
Author(s): Luka Chkhetiani Originally published on Towards AI. Using ResNexts with StyleGAN U+007C Towards AI https://generated.photos A week or two back a team released a dataset of 100K images of generated faces, based on StyleGAN [Karras et al. and NVIDIA] (see paper). …
15 Months of Writing Data Science Articles on Medium — Accomplishments and Lessons Learned
Author(s): Benjamin Obi Tayo Ph.D. Originally published on Towards AI. I joined Medium over a year ago. I published my first medium article Using sapply() function in R to generate a table on July 7, 2018. This article was written mostly for …
Review: DUNet — Deformable U-Net for Retinal Vessels Segmentation (Biomedical Image Segmentation)
Author(s): Sik-Ho Tsang Originally published on Towards AI. Technical Review of DUNet U+007C Towards AI U-Net+DCN, Outperforms U-Net & DCN In this story, DUNet, by Tianjin University, Linkoping University, and, is briefly reviewed. DUNet, Deformable U-Net: exploits the retinal vessels’ local features …
How R-CNN Works on Object Detection?
Author(s): Edward Ma Originally published on Towards AI. Introduction to Region with Convolutional Neural Networks (R-CNNs) Photo by Edward Ma on Unsplash Region with Convolutional Neural Network (R-CNN) is proposed by Girshick et al. in 2013. It changed the object detection field …
Tf.estimator, a Tensorflow High-level API
Author(s): Abhinav Prakash Originally published on Towards AI. Now Tensorflow 2.0 has been officially released and it’s having two high-level deep learning APIs.The first one is tf.keras and another one is tf.estimator. You can see the list of TensorFlow’s Python API in …
QWeb: Solving Web Navigation Problems using DQN
Author(s): Sherwin Chen Originally published on Towards AI. Simple Introduction to Web Navigation Problems Photo by Émile Perron on Unsplash Model reinforcement learning algorithms have achieved astonishing results in many real-world games, such as Alpha Go and OpenAI Five. In this article, …
Six Reasons Why We Need to Take a Collaborative Approach to AI Development
Author(s): Rudradeb Mitra Originally published on Towards AI. Courtesy: Flickr (This article is co-authored with Yang Gao and Michael Burkhardt) A century ago, in 1906, statistician Francis Galton showed the power of the crowd. At the International Exhibition in London, he asked …
Review: IEF — Iterative Error Feedback (Human Pose Estimation)
Author(s): Sik-Ho Tsang Originally published on Towards AI. A Review on IEF U+007C Towards AI Outperforms Tompson NIPS’14, and Tompson CVPR’15 Getting Better and Better From Left to Right With Iterative Error Feedback (IEF) In this story, IEF (Iterative Error Feedback), by …
How To Train Your AI Dragon (Safely, Legally And Without Bias)
Author(s): Charles Towers-Clark Originally published on Towards AI. How to source data correctly for AI algorithms and reduce bias-ness Just like the dragons in Dreamworks’ 2010 film ‘How to Train Your Dragon’, AI systems are often … [+] Dreamworks Animation Untrained dragons …
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