Computer Vision

tl;dr A step-by-step tutorial to automatically classify documents based on images of their contents. For example, automatically identify scientific papers or handwritten notes. Practical Machine Learning - Learn Step-by-Step to Train a Model A great way to learn is by going step-by-step through the process of training and evaluating the model. Hit the Open in Colab button below to launch a Jupyter Notebook in the cloud with a step-by-step walkthrough....

tl;dr A step-by-step tutorial to upscale images with faces in the foreground by Real ESRGAN. Practical Machine Learning - Learn Step-by-Step to Train a Model A great way to learn is by going step-by-step through the process of training and evaluating the model. Hit the Open in Colab button below to launch a Jupyter Notebook in the cloud with a step-by-step walkthrough. Continue on if you prefer reading the code here....

tl;dr A step-by-step tutorial to generate art pieces from a text prompt. Practical Machine Learning - Learn Step-by-Step to Train a Model A great way to learn is by going step-by-step through the process of training and evaluating the model. Hit the Open in Colab button below to launch a Jupyter Notebook in the cloud with a step-by-step walkthrough. Continue on if you prefer reading the code here. Art Generation with v Diffusion Notebook to generate artwork from an input prompt using a pre-trained model....

tl;dr A step-by-step tutorial to use AnimeGANv2 models to automatically convert faces in photos to anime style faces. Practical Machine Learning - Learn Step-by-Step to Train a Model A great way to learn is by going step-by-step through the process of training and evaluating the model. Hit the Open in Colab button below to launch a Jupyter Notebook in the cloud with a step-by-step walkthrough. Continue on if you prefer reading the code here....

tl;dr A step-by-step tutorial to automatically generate anime characters (full-body) using a StyleGAN2 model. Practical Machine Learning - Learn Step-by-Step to Train a Model A great way to learn is by going step-by-step through the process of training and evaluating the model. Hit the Open in Colab button below to launch a Jupyter Notebook in the cloud with a step-by-step walkthrough. Continue on if you prefer reading the code here....

tl;dr A step-by-step tutorial to automatically recognise text (OCR) from images of handwritten and printed text using transformer encoder-decoder models. Practical Machine Learning - Learn Step-by-Step to Train a Model A great way to learn is by going step-by-step through the process of training and evaluating the model. Hit the Open in Colab button below to launch a Jupyter Notebook in the cloud with a step-by-step walkthrough. Continue on if you prefer reading the code here....

tl;dr A step-by-step tutorial to upscale anime images by 2x using Waifu2x and CARN V2 super resolution models. Practical Machine Learning - Learn Step-by-Step to Train a Model A great way to learn is by going step-by-step through the process of training and evaluating the model. Hit the Open in Colab button below to launch a Jupyter Notebook in the cloud with a step-by-step walkthrough. Continue on if you prefer reading the code here....

tl;dr A step-by-step tutorial to detect people in photos automatically using the ultra-fast You-Only-Look-Once (YOLOv5) model. Practical Machine Learning - Learn Step-by-Step to Train a Model A great way to learn is by going step-by-step through the process of training and evaluating the model. Hit the Open in Colab button below to launch a Jupyter Notebook in the cloud with a step-by-step walkthrough. Continue on if you prefer reading the code here....

A recent paper by Japanese researchers shows how they built a system to fully automate the process of translating manga from Japanese to English. Given a manga page, the system translates and replaces the original Japanese text with English and formats it nicely on the page. Contextual Information from Manga Images One of the novel innovations of this recent paper titled “Towards Fully Automated Manga Translation” by Japanese researchers Ryota Hinami et al....

Part 2 of our roundup featuring the latest and greatest AI advancements and directions from 2020. We cover the global shortage of AI talent, Graph Neural Networks being the hotest research area and a new Macbook for machine learning. AI Talent in Shortage, in High Demand byt not Pandemic Proof As companies around the world started to embrace AI in 2017 to 2019 and aggressively hire AI talent, demand outstripped supply from universities and institutions of higher learning....