Machine Learning

How to find weak spots of a regression modelWhen we analyze machine learning model performance, we often focus on a single quality metric. With regression problems, this can be MAE, MAPE, RMSE, or whatever fits the problem domain best.Optimizing for a single metric absolutely makes sense during training experiments. This way, we can compare different model runs and can choose … [Read more...] about Learning from machine learning mistakes: how to find weak spots of a regression model?

Originally published in BuzzFeed News, Feb 25, 2021. Facebook Vice President Andrew Bosworth told employees that the company is evaluating the legal and privacy issues around facial recognition for its upcoming wearable gadget. Facebook is discussing building facial recognition into its upcoming smart glasses product and has been weighing the legal implications of the … [Read more...] about Facebook Is Considering Facial Recognition For Its Upcoming Smart Glasses « Machine Learning Times

AI and big data are perfect companions, right? It’s indisputable that access to huge volumes of data allows AI assistants to deliver better, faster, more-accurate responses. But there are downsides too. For example, is this reliance on huge amounts of data sustainable or ethical? Probably not. And if you need 1,000,000 examples to create an application, do time and money become … [Read more...] about Could the future of conversational AI be about less data, not more?

FAU Lecture Notes in Pattern RecognitionA short overview on this courseImage under CC BY 4.0 from the Pattern Recognition Lecture.These are the lecture notes for FAU’s YouTube Lecture “Pattern Recognition”. This is a full transcript of the lecture video & matching slides. The sources for the slides are available here. We hope, you enjoy this as much as the videos. This … [Read more...] about Pattern Recognition — The Big Picture

In my previous articles, I talked about comparing operationalising open source to the difference between your kitchen at home and a restaurant kitchen. In this article, I am going to talk about the challenges of operationalisation. In my next article, I will move on to how to overcome them, so that you can achieve three-star worthy open source operationalisation.The challenges … [Read more...] about Open source operationalisation: learning from the challenges faced by a three-star restaurant chefs

Word embedding made significant improvement in many NLP tasks possible. Its understanding of word schematics and ability to represent different length texts to fixed vectors made it very popular among many complex NLP tasks. Most of the machine learning algorithms can be directly applied to word embeddings for classification and regressions tasks as the length of vector is … [Read more...] about NLP Zero to One: Training Embeddings using Gensim and Visualisation (Part 7/30)

Next Steps:This article is part of a mini-series that helps readers set up everything they need to start learning about artificial intelligence, machine learning, deep learning, and or data science. It includes articles that contain instructions with copy and paste code and screenshots to help readers get the outcome as soon as possible. It also includes articles that contain … [Read more...] about How to Install Virtual Environments in Jupyter Notebook on Linux

Are you looking for FREE Online Courses for AI and Machine Learning? If yes, then this article will definitely help you and provide the 60 FREE Online Courses for AI and Machine Learning from various platforms.I would recommend you bookmark this article for future reference. Because this article will not only provide free courses but also saves your searching time for different … [Read more...] about 60 FREE Online Courses for AI and Machine Learning in 2021

The future of marketing lies in it’s pastDespite its potential, the misuse of digital advertising has created a space that has allowed the marketing techniques of old to make a comeback. Let’s quickly examine three of them and then see how we can apply them to promote our writing.1. Direct mailSeemingly outdated but not dead. Studies show that reaching out to your customers in … [Read more...] about 3 Old School Marketing Techniques That Still Get Results

Mainstream use of remote sensors, smart devices, satellites and machine learning will change the way water utilities make data-based decisions to better manage their assetsWith challenges come innovation, and that’s exactly what’s happening in the water utility sector in Australia. Despite being conservative organisations subject to regulation, water utilities are adopting new … [Read more...] about How will water management look in 2030 using data analytics?