I'm trying to train a deep learning model to classify stores, similar to Google's "Ontological Supervision for Fine Grained Classification of Street View Storefronts" paper. That's why I generated a variety of datasets from these raw images: What do you think, I was hoping All POI dataset would achieve higher mAP like .70-.80. Are these values accurate enough?

Top Stories, Mar 19-25: 5 Things You Need to Know about Sentiment Analysis and Classification; Top 12 Essential Command Line Tools for Data Scientists Top KDnuggets tweets, Mar 14-20: Introduction to Markov Chains "What are Markov chains, when to use them, and how they work"

Live call-in discussion: As artificial intelligence continues to develop, concerns grow about its invasive nature and reach. How much are we willing to cede to the machines, and what effect will that have on our lives? The Vermont House recently passed a bill that would create an AI commission to address these subjects. John Quinn, the state's digital services secretary, and Burlington Rep. Brian Cina discuss these issues and what the proposed commission would address. We also hear from Milo Cress, a Champlain Valley Union High School student, who played an important role in the House passage of the bill which would create the commission.

DALLAS--In just a few short years, artificial intelligence has evolved from technology curiosity to practical business tool, promising to help marketers, customer service agents, finance specialists, and a range of other professionals hone their crafts. Also on the front lines of the AI movement are HR leaders, for whom the technology's self-learning, adaptive algorithms will soon become indispensable in their efforts to identify, recruit, manage, and retain the most talented people. Oracle Group Vice President Gretchen Alarcon tells the crowd at Oracle HCM World how organizations could potentially use AI embedded in Oracle HCM Cloud to evaluate candidates. At Oracle HCM World in Dallas last week, experts in human capital management offered their insights on the power and potential of AI, as well as the apprehension that surrounds its use. During a keynote session at the conference, Oracle Group Vice President Gretchen Alarcon and Oracle Vice President Jack Berkowitz demonstrated how organizations could potentially use AI embedded in Oracle HCM Cloud to evaluate candidates responding to a job ad on Instagram. Such an application would analyze data shared by each applicant--on his or her skills, work history, and interests--and then match those patterns against data on the job requirements, the employer's culture, and how recent hires with similar profiles are faring in their jobs.

On a crisp Saturday morning in Orsay, a southwestern suburb of Paris with some 16,500 inhabitants, the rue de Paris was bustling. But while many residents were doing their usual weekend shopping at the fishmonger or the butcher shop, further up the street, in a small former chateau that is now the town's cultural center, about 80 people had set aside their late-morning hours to hear the "voeux" of their legislative representative to the National Assembly, Cédric Villani. The voeux, or "new year's wishes," are a standard exercise of French politicians from the president on down, in which they review activities of the past year and lay out projects for the year to come. Villani, a mathematician and Fields Medal winner (often shorthanded as the equivalent of the Nobel Prize in mathematics), was new to the practice; only six months earlier, he was still an academic. He was dressed as always -- winter or summer -- in a black three-piece suit, a shirt with cufflinks, a spider brooch on his lapel, and a large, floppy tie called a lavallière (today's version in purple).

It took Ernest Cline 10 years to write Ready Player One. There were times he thought he would never finish the manuscript, let alone publish it. But the novel, mostly set in a global online pleasure world called Oasis, went on to become a bestseller and was translated into more than 20 languages. Now a film adaptation by Steven Spielberg is in cinemas – a real-life geek-to-riches drama so reflective of the book's plot it seems almost unfeasible. The sci-fi story's setup is simple.

Health care applications of machine learning and AI have been in the news a bit more than usual recently, concurrent with the recent Healthcare Information and Management Systems Society (HIMSS) conference in Las Vegas. HIMSS is a 45,000 attendee conference dedicated to health care IT. Surprising no one, AI was a major theme at this year's event. There was a whole sub-conference focused on ML and AI, plus a ton of AI-focused sessions in the regular conference and a good number of announcements by industry leaders and startups alike. I've only done a couple of health care-focused shows on my podcast so far, but I'm planning to dive into this area more deeply this year.

Chief executives of highly innovative companies must figure out how to take bold risks while being stable enough to sustain an enterprise over the long term. Achieving this balance is even more difficult in Japan, where lifelong employment is a strong tradition, than elsewhere. Shin Sakane, founder and CEO of the Japanese startup Seven Dreamers Laboratories, has built the company's identity around resolving that conflict. Sakane is a member of a prominent Japanese business family, perhaps best known as the founders and owners of the I.S.T Corporation, a global producer of composite materials made from glass fiber and fluorine resin. After completing a Ph.D. in chemistry and biochemistry at the University of Delaware, he returned to Japan in 2000, joining I.S.T as a managing director. He succeeded his father as CEO in 2003. In 2008, I.S.T acquired Super Resin, a company making components for the aerospace, industrial, automotive, and semiconductor industries.

Today's leading minds talk AI with host Byron Reese Today's leading minds talk AI with host Byron Reese Byron Reese: This is Voices in AI, brought to you by Gigaom. I'm excited today, our guest is Mike Tamir. He is the Chief Data Science Officer at Takt, and he's also a lecturer at UC Berkeley. If you look him up online and read what people have to say about him, you notice that some really, really smart people say Mike is the smartest person they know. Which implies one of two things: Either he really is that awesome, or he has dirt on people and is not above using it to get good accolades.

Recently, AAAI coordinated and The Thirty-Third AAAI Conference on Artificial Intelligence (AAAI-19) cosigned a statement with CRA, and the Thirty-First Conference on Innovative Applications of Artificial expressing concern about the proposed Intelligence (IAAI-19), will be held in Honolulu, Hawaii, USA, January tax bill and its ramifications for graduate 27 - February 1, 2019. The technical conference will continue its student stipends. Other organizational 3.5-day schedule, preceded by the workshop and tutorial programs.