From machine learning and AI right through to securing the IoT, here are five things we learned about at this year's event, which took place in Lisbon on October 14. Have you ever thought about how many decisions machines have made today? Or how many of those decisions were based on gender, race, or background? Chances are you don't even realize just how many decisions are made by artificial intelligence instead of a human. Kriti Sharma, Founder of AI for Good, explained that algorithms are being used all the time to make decisions about who we are and what we want.

Right now you can get the Google Assistant to start listening to you with a button push, or by saying "hey Google", or by squeezing the sides of your phone – but the Pixel 4 series is being tipped to introduce a new way of activating the app. According to 9to5Google, a new'raise to talk' option is in development, where you only need to lift up your phone and start talking to use Google Assistant. The voice interaction will need to happen right after you lift the phone, apparently, and the necessary voice match processing is carried out on the device itself – so other people won't be able to get at the feature just by picking your phone up. However, it's not certain that'raise to talk' for Google Assistant will be ready in time for the Pixel 4 launch on October 15 – it might be that the functionality gets pushed out as an update at a later date. We know that an improved Google Assistant is on the way, because Google showed off some of its features – including a more intuitive way of continuing a conversation with the app – at the Google IO event back in May.

Almost everyone with a personal computer carries a piece of artificial intelligence (AI) interface in the form of Siri or Cortana. If not, you might have interacted with one on your smartphone today. These are the most common touchpoints between consumers and AI. Needless to say, that is just the tip of the iceberg. AI penetration has been impactful in B2B setups or at the back-end of many services that we use every day.

This post was done in partnership with Wirecutter. When readers choose to buy Wirecutter's independently chosen editorial picks, it may earn affiliate commissions that support its work. Read Wirecutter's continuously updated list of deals here. Down to $65 from a street price of $90, this is the first deal we've seen on the recently released Echo Show 5. We may see better deals over deals events like Black Friday or Cyber Monday, but at the moment, this $25 discount is well worth a second look if you're interested in the latest Alexa smart display. We have yet to test the Echo Show 5 and report our thoughts in our guide to the best smart display for Amazon Alexa and Google Assistant, but if you're an Alexa user looking for the latest tech, this is the latest version of our top pick.

For conversational AI and virtual assistants to communicate with humans in a realistic way, they must exhibit human characteristics such as expression of emotion and personality. Current attempts toward constructing human-like dialogue agents have presented significant difficulties. We propose Human Level Attributes (HLAs) based on tropes as the basis of a method for learning dialogue agents that can imitate the personalities of fictional characters. Tropes are characteristics of fictional personalities that are observed recurrently and determined by viewers' impressions. By combining detailed HLA data with dialogue data for specific characters, we present a dataset that models character profiles and gives dialogue agents the ability to learn characters' language styles through their HLAs. We then introduce a three-component system, ALOHA (which stands for Artificial Learning On Human Attributes), that combines character space mapping, character community detection, and language style retrieval to build a character (or personality) specific language model. Our preliminary experiments demonstrate that ALOHA, combined with our proposed dataset, can outperform baseline models at identifying correct dialogue responses of any chosen target character, and is stable regardless of the character's identity, genre of the show, and context of the dialogue.

Researchers at the University of Washington have devised a new app for smart speakers like Amazon's Echo to help parents monitor their baby's breathing. Called BreathJunior, the experimental app will be able to measure the rate of a baby's breathing and detect symptoms of sleep apnea. The team initially conducted a test of the device with five babies in the neonatal intensive care unit at a hospital in Washington. BreathJunior (pictured above) is an experimental app that monitors a baby's breathing using a smart speaker According to a report from MIT Tech Review, the team plans to eventually release the app as a commercial product via the company Sound Life Sciences. But first, they'll present the results of the trial at the upcoming MobiCom, a yearly conference on mobile computing in Los Cabos, Mexico.

Artificial intelligence (AI) is already a huge player in host of industries. In the past few decades, it has transformed from the subject of science fiction into a real phenomenon that affects our daily lives. AI's purpose is to make the lives of human beings easier, by performing tasks efficiently at speeds that would be extremely hard, if not impossible, for humans to emulate. Some types of AI are extremely user-oriented, while others are more geared toward for use within computer systems and programs, for applications involving assets like big data. On the user-friendly side of the spectrum, you will find devices like Amazon's Alexa or Apple's Siri, the digital assistants.

Oscar-nominated actor Samuel L. Jackson is lending his iconic voice to Amazon's Alexa – profanities and all. During Amazon's event to unveil new products and services Wednesday, the online shopping giant announced that Jackson will be the first celebrity voice for its Alexa virtual assistant and was created using neural text-to-speech technology. There will be both an explicit version and a clean version when the feature launches later this year. The Alexa "skill" will cost 99 cents as an introductory offer. After the introductory period, the price will be $4.99, according to the product page.

For each manga, I got his picture's URL in the poster's column. I will use the gender columns as a label for my image classifier. But I need to do a little cleaning before because I had 3000 unique labels, I will clean my labels and reduce them. I now have 18 labels and I OneHotEncoded them to have a binary matrix of each label. I have another problem: my label is not balanced, so we will define a class weight that I will pass in my model later.

If you want your digital marketing strategy to be active and efficient, it is high time that you embark on a new paradigm driven by Artificial Intelligence (AI). In the future, AI is going to play a vital role in digital marketing and advertising. If you are to stay ahead in the competition, you need to take the AI route for better customer experience, relevant content, and personalized approach in your digital marketing strategy. As we all know, artificial intelligence is about machines and their ability to learn, apply, and solve problems. Artificial intelligence in digital marketing has affected the approach to advertising through innovation and the correct application of the collected and analyzed data. It is dramatically reshaping and redefining the market experience.