Instructional Material
How Artificial Intelligence is Making Healthcare More Human
AI could be used to analyze specific words and phrases to evaluate if doctors and patients are communicating effectively, by checking whether doctors are using jargon-free language, taking appropriate patient histories and offering evidence-based treatments. The hope is that AI could eventually be used to help provide diagnoses and treatment options based on conversational analyses that doctors may not have considered. For a refresher course on lessons learned in kindergarten, AI could evaluate whether or not doctors give patients a turn to talk. AI could track the amount of time the doctor speaks compared to the patient and if the doctor gives the patient enough time to ask questions or voice concerns. This is especially important since a correlation has been shown between allowing patients sufficient time to speak and improved ability of patients to both recall information and adhere to the prescribed medicines.
DeepMind wants to teach AI to play a card game that's harder than Go
If you've ever played the card game Hanabi, you'll understand when I say it's unlike any other. It's a collaborative game in which you have full view of everyone else's hands but not your own. To win the game, each player must give the others hints about their hands over a limited number of rounds to arrange all the cards in a specific order. That's why researchers at Google Brain and DeepMind think it's the perfect game for AI to tackle next. In a new paper, they argue that unlike the other games AI has mastered, such as chess, Go, and poker, Hanabi requires theory of mind and a higher level of reasoning.
Monetizing Machine Learning - Programmer Books
Take your Python machine learning ideas and create serverless web applications accessible by anyone with an Internet connection. Some of the most popular serverless cloud providers are covered in this bookโAmazon, Microsoft, Google, and Python Anywhere. You will work through a series of common Python data science problems in increasing order of complexity. The practical projects presented in this book are simple, clear, and can be used as templates to jump-start many other types of projects. You will learn to create a web application around numerical or categorical predictions, understand the analysis of text, create powerful and interactive presentations, serve restricted access to data, and leverage web plugins to accept credit card payments and donations.
Machine Learning With H2O -- Hands-On Guide for Data Scientists - DZone AI
H2O is the world's number one machine learning platform. It is an open-source software, and the H2O-3 GitHub repository is available for anyone to start hacking. This hands-on guide aims to explain the basic principles behind H2O and get you as a data scientist started as quickly as possible in the most simple way. The rest is just machine learning. After reading this guide, you'll be able to: As a data scientist, you're most likely to use R and/or Python. Interestingly, H2O makes it easy to seamlessly switch Python, R, and other data science tools while still working on the same project. This allows data scientists to interact more easily, as well as use the best tool for the job, but the possibilities do not stop there. H2O also offers its own web-based interface named Flow. By means of Flow, data scientists are able to import, explore, and modify datasets, play with models, verify models performances, and much more. Flow is beautiful and a quick way to do machine learning. Flows can be saved and given to other data scientists, making cooperation easy.
Explanation in Human-AI Systems: A Literature Meta-Review, Synopsis of Key Ideas and Publications, and Bibliography for Explainable AI
Mueller, Shane T., Hoffman, Robert R., Clancey, William, Emrey, Abigail, Klein, Gary
This is an integrative review that address the question, "What makes for a good explanation?" with reference to AI systems. Pertinent literatures are vast. Thus, this review is necessarily selective. That said, most of the key concepts and issues are expressed in this Report. The Report encapsulates the history of computer science efforts to create systems that explain and instruct (intelligent tutoring systems and expert systems). The Report expresses the explainability issues and challenges in modern AI, and presents capsule views of the leading psychological theories of explanation. Certain articles stand out by virtue of their particular relevance to XAI, and their methods, results, and key points are highlighted. It is recommended that AI/XAI researchers be encouraged to include in their research reports fuller details on their empirical or experimental methods, in the fashion of experimental psychology research reports: details on Participants, Instructions, Procedures, Tasks, Dependent Variables (operational definitions of the measures and metrics), Independent Variables (conditions), and Control Conditions.
India to Significantly Invest in AI as per Budget 2019, to Boost Digital Development Analytics Insight
The impact of technology like artificial intelligence (AI) in the country can be measured from the influence of digital technologies on the economic elements and GDP which is 8 percent. The percentage is expected to increase to 60 percent in the next two years. Providing the relevant data, Anant Maheshwari, President, Microsoft India said that India has the highest involvement of AI in the workplace. Tech, Media and Entertainment companies hoped for a zoomed focus on disruptive technologies in their pre-budget expectations. During the Budget 2019 presentation speech which was delivered on February 1, 2019, Acting Finance Minister Piyush Goyal said "In order to take the benefits of artificial intelligence and related technologies to the people, a national programme on AI has been envisaged".
Product Strategy: How to create triple digit ROI by applying AI and Machine Learning to our most common challenges. Value Inspiration
This podcast interview focuses on product strategy principles that, if applied, have the power to deliver transformative innovation with triple-digit ROI. My guest is Richard Boyd, CEO at Tanjo.AI. Over the last twenty-six years, Richard has led or helped create some of the most innovative game technology companies in the industry. He has served as a game technology consultant for a wide variety of industries including energy, healthcare, education and motion pictures. At Aerospace giant Lockheed Martin he created and led a group of innovative engineers and designers across all mission areas called Virtual World Labs.
Etihad and Microsoft team up to launch region's first AI academy Tourism News Live
Etihad Airways, the national airline of the UAE, has announced a strategic partnership with Microsoft to launch the first ever in-house AI Academy in the region, which will revolutionise the way the airline serves its customers by upskilling its workforce, optimising operations and creating alternate revenue streams. As part of the AI Academy, all Etihad employees will be given access to an online training programme, and instructor led classes, to drive companywide AI literacy, empowering every employee to deliver more value to the company and its customers. Microsoft specialists will also conduct a series of AI business workshops and hands-on technical lab sessions to help identify business challenges that can be optimised with AI. Etihad is currently embarking on a digital transformation journey in order to enhance the capacity and quality of its services to the almost 20 million passengers it carries each year. "There is a simple reason that we are long-term partners with Microsoft โ we think alike," said, Tony Douglas Chief Executive Officer, Etihad Aviation Group.
'AI could send us back to the stone age': In conversation with the End Of The World
Our existence as a species is, in all likelihood, limited. Whether the downfall of the human race begins as a result of a devastating asteroid impact, a natural pandemic, or an all-out nuclear war, we are facing a number of risks to our future, ranging from the vastly remote to the almost inevitable. Global catastrophic events like these would, of course, be devastating for our species. Even if nuclear war obliterates 99% of the human race however, the surviving 1% could feasibly recover, and even thrive years down the line, with no lasting damage to our species' potential. There are some events that there's no coming back from though.
Internet of Things (IoT) - The software stack Simpliv
This course is to quickly learn all the technologies required to implement IoT solutions. The technologies to gather data, build messaging layer, quickly process real-time events, Analysis of data at rest, visualizations, machine learning and more. You will see good example scenarios where IoT is used at its best. A scenario explained end-to-end with all participating technology stack. You will get clear understanding of each technology component and you will be able to decide which technology to be used for which requirement.