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Getting started with Time Series using Pandas


This article aims to introduce some standard techniques used in time-series analysis and walks through the iterative steps required to manipulate and visualize time-series data. Maruti Suzuki India Limited, formerly known as Maruti Udyog Limited, is an automobile manufacturer in India. It is a 56.21% owned subsidiary of the Japanese car and motorcycle manufacturer Suzuki Motor Corporation. Fire up the editor of your choice and type in the following code to import the required libraries and data. The data has been taken from Kaggle.

How will Robots change the World?


Global forecasting and quantitative analysis firm have released a new report that predicts robotic machines will displace about 20 million manufacturing jobs across the world over the next decade. Robots are becoming more and more effective at performing tasks that were formerly relied upon individual hands. This robotic revolution has been propelled by technological advances in automation engineering, technology, energy storage, AI and machine learning. Already, the amount of robots in use globally multiplied three-fold over the previous two years, to 2.25 million. Trends imply the international inventory of robots will grow faster in the next 20 decades, reaching as many as 20 million by 2030, with 14 million in China alone.

Machine Learning in Citizen Science: Promises and Implications


The combination of human and machine learning, wherever they complement one another, has a lot of potential applications in citizen science. Several projects have already integrated both forms of learning to perform data-centred tasks (Willi et al. 2019; Sullivan et al. 2018). While the term artificial intelligence (AI) is generally used to refer to any kind of machine or algorithm able to observe the environment, learn, and make decisions, the term machine learning (ML) has been defined'as a subfield of artificial intelligence that includes software able to recognize patterns, make predictions, and apply newly discovered patterns to situations that were not included or covered by their initial design' (Popenici and Kerr 2017, p. 2). ML algorithms are currently the most widely used and applied, for example, in image and speech recognition, fraud detection, and reproducing human abilities in playing Go or driving cars. In scientific research, they find many applications in different fields such as biology, astronomy, and social sciences, just to mention a few (Jordan and Mitchell 2015).

This AI reads children's emotions as they learn


Hong Kong (CNN Business)Before the pandemic, Ka Tim Chu, teacher and vice principal of Hong Kong's True Light College, looked at his students' faces to gauge how they were responding to classwork. Now, with most of his lessons online, technology is helping Chu to read the room. An AI-powered learning platform monitors his students' emotions as they study at home. The software, 4 Little Trees, was created by Hong Kong-based startup Find Solution AI. While the use of emotion recognition AI in schools and other settings has caused concern, founder Viola Lam says it can make the virtual classroom as good as -- or better than -- the real thing.

Global Artificial Intelligence for Healthcare Applications Market : Intel, Nvidia, Google, IBM, Microsoft, General Vision, Enlitic, Next IT, Welltok, Icarbonx, etc. – The Bisouv Network


The Global Artificial Intelligence for Healthcare Applications market report enumerates highly classified information portfolios encompassing multi-faceted industrial developments with vivid references of market share, size, revenue predictions along with overall regional outlook. The report illustrates a highly dependable overview of the competition isle, with detailed assessment of business verticals. Post a systematic research initiative and subsequent evaluation overview, the global Artificial Intelligence for Healthcare Applications market mimicking its past growth performance is anticipated to strike a flourishing ROI and is therefore more likely to be on the favorable growth curve in the coming years. This versatile report describing the global Artificial Intelligence for Healthcare Applications market has entailed a range of information portfolios that have been segregated into indispensable and additional information streams that have been represented in the form of tables, pie-charts, graphs and the like to align with maximum reader understanding.

Global Artificial Intelligence in IoT Market : IBM, Microsoft, Google, PTC, AWS, Oracle, GE, Salesforce, SAP, Hitachi, etc. – The Bisouv Network


Gauging through Scope: Global Artificial Intelligence in IoT Market, 2020-26 A new report defining the global Artificial Intelligence in IoT market offers readers with vivid details on current and most recent industry developments along with futuristic predictions that allow players to recognize exact vendor initiatives, end-user preferences and purchase decisions along with profitability. The report delivers pertinent details on strategic planning and tactical business decisions that influence and stabilize growth prognosis in global Artificial Intelligence in IoT market. The report in its opening section introduces the global Artificial Intelligence in IoT market, featuring market definitions, overview, classification, segmentation, inclusive of market type and applications followed by product specifications, manufacturing initiatives,pricing structures, raw material sourcing and the like. Following this, the report also focuses and analyzes the main regional market conditions followed by a global assessment. Vendor Landscape The report draws references of an extensive analysis of the Artificial Intelligence in IoT market, entailing crucial details about key market players, complete with a broad overview of expansion probability and expansion strategies.

Exclusive: Google pledges changes to research oversight after internal revolt


REUTERS: Alphabet Inc's Google will change procedures before July for reviewing its scientists' work, according to a town hall recording heard by Reuters, part of an effort to quell internal tumult over the integrity of its artificial intelligence (AI) research. In remarks at a staff meeting last Friday, Google Research executives said they were working to regain trust after the company ousted two prominent women and rejected their work, according to an hour-long recording, the content of which was confirmed by two sources. Teams are already trialing a questionnaire that will assess projects for risk and help scientists navigate reviews, research unit Chief Operating Officer Maggie Johnson said in the meeting. This initial change will roll out by the end of the second quarter, and the majority of papers will not require extra vetting, she said. Reuters reported in December that Google had introduced a "sensitive topics" review for studies involving dozens of issues, such as China or bias in its services.

Bollywood Still Links Women's Beauty to Fair Skin, Claims Artificial Intelligence


For Bollywood, beautiful women have fair skin, according to an Artificial Intelligence (AI)-based computer analysis which reveals that conception of beauty has remained consistent through the years in the film industry centred in Mumbai. The automated computer analysis was led by Indian-origin researchers at Carnegie Mellon University (CMU) in the US. The research revealed that babies whose births were depicted in Bollywood films from the 1950s and 60s were more often than not boys; in today's films, boy and girl newborns are about evenly split. In the 50s and 60s, dowries were socially acceptable; today, not so much. The researchers, led by Kunal Khadilkar and Ashiqur KhudaBukhsh of CMU's Language Technologies Institute (LTI), gathered 100 Bollywood movies from each of the past seven decades along with 100 of the top-grossing Hollywood moves from the same periods.

Into the Future: Tel Aviv University Launches New Artificial Intelligence Center

#artificialintelligence – Tel Aviv University has launched its new Multidisciplinary Center for Artificial Intelligence and Data Science on Wednesday during the university's AI Week to encourage research that uses the most advanced methods of both disciples. The center's aim is to train a new generation of researchers and industrialists who will take Israel to the forefront of the "global AI revolution" in the coming years. "[AI] is expected to impact our way of life in every aspect--from drug development and data-based personalized medicine to defense and security systems, financial systems, scientific discoveries, robotics, autonomous systems and social issues," said Professor Meir Feder, who will head up the center. "It is very important to train human capital in this area, and therefore, the center will provide all TAU students with basic AI education," he added. Israeli defense minister Benny Gantz said on Saturday his "initial assessment" was that Iran was responsible for an explosion on...

'Black Swan event has rewritten global business rules'


… are ensuring that our team in India is future-ready and is constantly leveraging newer technologies including machine learning, artificial intelligence, …