Whether you’re a beginner looking for introductory articles or an intermediate looking for datasets or papers about new AI models, this list of machine learning resources has something for everyone interested in or working in data science. In this article, we will introduce guides, papers, tools and datasets for both computer vision and natural language processing. Machine Learning Resources for Computer Vision Data scientists working in computer vision are developing machines that can see the world and process visual data similar to the way the human mind processes visual data. Without the developments and breakthroughs in computer vision, self-driving cars, facial recognition, and headsets wouldn’t be possible today. virtual reality Below are just a few of the best computer vision articles, papers, tools, and datasets for beginners, intermediates, and experts in the field. Computer Vision Articles 1. - In this article, Ryan Shrott goes over 11 interesting and important insights from Andrew Ng’s popular course on computer vision. Computer Vision by Andrew Ng — 11 Lessons Learned 2. - An intermediate introduction to image classification, object detection, segmentation, pose estimation, and more. How to do Everything in Computer Vision 3. - A short guide to five common types of image annotation and their use cases. What is Image Annotation? 4. - From the founder of AI Summer, this article is a guide on how to get more training data using data augmentation. How to Use Data Augmentation to Increase your Image Datasets Academic Computer Vision Papers 5. - From researchers at the Cezch Technical University at Prague and Open CV, this paper introduces Kornia, an open source computer vision library for PyTorch. Kornia 6. - In this paper, researchers at Facebook AI present Mask R-CNN, a framework for object image segmentation. Mask R-CNN 7. - While not published in an official academic journal, the Intro to CNN Keras is one of the most popular notebooks on Kaggle. The notebook details a step-by-step guide on how to train a convolutional neural network for digit recognition. Intro to CNN Keras Computer Vision Tools 8. - CVAT stands for Computer Vision Annotation Tool, and is an online platform for labelling images and videos. CVAT 9. - An open source image annotation tool that supports bounding boxes, polygons, circles, ellipticals, keypoints, and polylines. VGG Image Annotator Datasets for Computer Vision 10. - From Google, the Open Images Dataset is one of the largest publicly available image datasets in the world. It includes millions of images with accompanying annotations. Open Images Dataset 11. - The COCO dataset includes over 333,000 images and with around 183,000 of those images labeled. Within the images, 1.5 million objects have been annotated. COCO Machine Learning Resources for NLP Natural language processing (NLP) is the field of machine learning that seeks to give computers the ability to understand written and spoken languages. It is thanks to developments in NLP that we have , smart home devices, voice search engines, and other amazing technologies. virtual assistants Below are just a few of the best NLP articles, papers, tools, and datasets. NLP Articles 12. - A beginner’s guide to understanding the basic concepts of natural language processing, use cases, and essential NLP terms. Your Guide to NLP 13. - An in-depth guide to approaching NLP projects from data collection and to standard NLP workflows and the future of the field. A Practitioner's Guide to Natural Language Processing data annotation Academic NLP Papers 14. - From researchers at Google and NEC Labs, this paper introduces a unified neural network architecture that can be applied to a variety of NLP tasks. Natural Language Processing (almost) from Scratch 15. - From NLP startup Huggingface, this paper introduces Transformers, a library for NLP with transfer learning models. Huggingface's Transformers: State-of-the-art Natural Language Processing Tools for Natural Language Processing 16. - A list of 5 open-source tools and libraries for various NLP tasks. 5 Heroic Tools for Natural Language Processing 17. - A list of 10 leading tools and services for text data annotation, sentiment classification, and more. Text Annotation Tools 18. - A list of the best tools for named entity recognition and entity linking. Named Entity Recognition Tools NLP Datasets 19. - A list of 10 datasets for sentiment analysis, question & answer analysis, speech recognition, and more. Great Open Datasets for Your First NLP Project 20. - A list of 25 datasets for text classification, spam detection, audio transcription, and more. Text and Audio Datasets for Natural Language Processing We hope one of the machine learning resources on this list helped you learn something new, or helped contribute to your machine learning projects. New interesting ML papers and open-source tools are constantly being released. Please follow me on for further updates. Hackernoon

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