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 …
4 Types of EC2 Instances Illustrated
Author(s): Tina Bu Originally published on Towards AI. Using ChatGPT to Create AWS Cloudformation & Terraform Templates Haimo Zhang in FAUN — Developer Community U+1F43E ChatGPT was launched as a prototype in November 2022 by OpenAI, and quickly got the world attentions for its …
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 …
Training a Machine Learning Model on a Dataset with Highly-Correlated Features
Author(s): Benjamin Obi Tayo Ph.D. Originally published on Towards AI. 1. Import necessary libraries In the previous article (Feature Selection and Dimensionality Reduction Using Covariance Matrix Plot), we’ve shown that a covariance matrix plot can be used for feature selection and dimensionality …
AI Teaching Assistants, a Possibility or a Necessity?
Author(s): Ryan Lynch Originally published on Towards AI. Any student can tell you about a time (usually a few times) they’ve tried to catch a lecturer during office hours and couldn’t, or about an email they sent with a question last semester …
Scalable Efficient Deep-RL
Author(s): Sherwin Chen Originally published on Towards AI. Deficiency of Traditional Distributed RL Photo by Dawid Zawiła on Unsplash Traditional scalable reinforcement learning framework, such as IMPALA and R2D2, runs multiple agents in parallel to collect transitions, each with its own copy …
How AI and Circular Economy can save the Fashion industry
Author(s): Rudradeb Mitra Originally published on Towards AI. This article is co-authored with Pia-Maria Laux. A brief bio of the authors is at the end of the article. Let us look at some facts: By 2050 we will need 70% more food, …