Since 2004, the number of American adults who've enjoyed a daily cup of joe has increased 37 percent. Breakthroughs, discoveries, and DIY tips sent every weekday. Whether you're an early bird or a night owl, coffee is probably part of your daily routine. Since 2004, the number of American adults who've enjoyed a daily cup of java has jumped up 37 percent, the highest level in more than 20 years, according to the National Coffee Association . But coffee is hardly a new invention.

In this article we will work with an image dataset to train an Image classifier using a custom CNN built with TensorFlow. PS: For those who don't already know what is Deep learning or CNN this article may be difficult to understand and unfortunately there is no easier way around this. This article is not meant to be a tutorial about Computer Vision or Deep Learning, For those familiar with these concepts please read on. We will work with a dataset provided here. This dataset is a curated nicely, cleaned and arranged collection of roasted coffee beans in train and test folders.

Coffee cups are pictured in the tasting area of the Vanibel cocoa and vanilla production facility, a ... [ ] former 18th Century sugar refinery in Vieux-Habitants, Guadeloupe, on April 9, 2018. Artificial intelligence (AI) is predicted to reach $126 billion by 2025. It is showing up in every industry, from healthcare and agriculture to education, finance and shipping. And now, AI has made a move to the food industry to discover and develop new flavors in food and drink. In 2018, Danish brewer, Carlsburg used AI to map and predict flavors from yeast and other ingredients in beer.

Coffee cups are pictured in the tasting area of the Vanibel cocoa and vanilla production facility, a ... [ ] former 18th Century sugar refinery in Vieux-Habitants, Guadeloupe, on April 9, 2018. Artificial intelligence (AI) is predicted to reach $126 B by 2025. It is showing up in every industry, from healthcare and agriculture to education, finance and shipping. And now, AI has made a move to the food industry to discover and develop new flavors in food and drink. In 2018, Danish brewer, Carlsburg used AI to map and predict flavors from yeast and other ingredients in beer.

A Google insider who anonymously leaked internal documents to Project Veritas made the decision to go public in an on-the-record video interview. The insider, Zachary Vorhies, decided to go public after receiving a letter from Google, and after he says Google allegedly called the police to perform a "wellness check" on him. Along with the interview, Vorhies asked Project Veritas to publish more of the internal Google documents he had previously leaked. "I gave the documents to Project Veritas, I had been collecting the documents for over a year. And the reason why I collected these documents was because I saw something dark and nefarious going on with the company and I realized that there were going to not only tamper with the elections, but use that tampering with the elections to essentially overthrow the United States."

We recently featured the Henna Na hotel in an article about hotels staffed by robots. The hotel boasts over 150 robots and even has dinosaurs checking you in. The hotel chain has recently opened Japan's first all robot café. Named Henna Café (which translates to Strange Café), it's located in downtown Tokyo's Shibuya district. The café's star robot is named Sawyer and he was made in America by Boston based Rethink Robotics.

I've perfected a method over the years for preparing for a grocery store run. I carefully open up the fridge and scan through it several times, letting out most of the cold air. I then do a similar exercise with a few other cabinets in the kitchen. Even though I've tried different mobile apps in an effort get more organized, I have yet to improve upon this simple paper method. Given that I love technology, I'm convinced there's a better way to stock my shelves, but haven't seen the right solution yet.

Some might remember the 2000 sci-fi film The 6th Day. Arnold Schwarzenegger famously instructs his refrigerator to order more milk when it informs him that the milk had expired. While at the time this convenience might have seemed preposterous, today smart products like this are quickly filling our homes. Insights firm Gartner suggests that the average household could be equipped with more than 500 smart devices by 2022. Samsung has recently launched one such device called the Family Hub Refrigerator.

But a new super-dexterous robot hand can "learn" how to perfect new abilities over time -- without any help from its three human overlords at the University of Washington. The trio of researchers presented their handiwork, called the Adroit manipulation system, on Tuesday at the International Conference on Robotics and Automation in Stockholm. The Adroit system gets the world one step closer to the Jetsons' housekeeper robot Rosie: hardware that performs better than human bodies, yet is controlled by a software "brain" that learns like a human mind. The researchers say their creation has potentially huge implications for the robotics field, and for any industry that requires a variety of complex tasks -- from space exploration to healthcare to automated butlers. Manipulating robot hands to perform fine-motor tasks like catching a stick, rotating a tube or rolling a block "is one of the biggest problems in robotics," lead researcher Vikash Kumar told CNNMoney.