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          Comment on How Artificial Intelligence Is and Will Change the Practice of Law by AI, Law and Singapore | Coggets      Cache   Translate This Page   
[…] Legal Research – Much legal research at present involves the use of software, but AI programs such as IBM’s ROSS go further than conventional search applications. For instance, IBM ROSS can respond to questions posed to it in natural language (instead of search terms), and operates to return research material in a far more intelligent way by ensuring relevance to the question. Recent advances also show AI programs producing legal memos that answers legal questions backed up with relevant case law and citations. See para 92-94 of the Singapore Academy of Law’s legal technology vision (click here) for more on this. See also the following article on real lawyers having used IBM ROSS (link): […]
          MicroVision to Participate in the Northland Capital Markets' Artificial Intelligence Virtual Investor Call Series on Sept. 17, 2018      Cache   Translate This Page   
...on world. Extensive research has led MicroVision tobecome an independently recognized leader in the development of intellectual property. MicroVision’s IP portfolio has been recognized by the Patent Board as a top 50 IP portfolio among global industrial companies and has ...

          Are Robots the Future of Network Marketing?      Cache   Translate This Page   

I have a friend in Japan who is a translator. She is looking for another source of income because the big guns in the industry are planning for an artificial intelligence, (AI,) takeover and she is nervous that flesh and blood translators will be made redundant.  Could a similar takeover be the future for ...

          Senior Product Marketing Manager - Amazon AI - Amazon.com - Seattle, WA      Cache   Translate This Page   
Amazon Lex, Amazon Polly, Amazon Comprehend, Amazon Translate, and Amazon Transcribe. Artificial intelligence is rapidly growing in importance....
From Amazon.com - Wed, 12 Sep 2018 19:21:21 GMT - View all Seattle, WA jobs
          System Development Engineer - Amazon.com - Seattle, WA      Cache   Translate This Page   
With Amazon Connect you can leverage the power of Artificial Intelligence and the large ecosystem of AWS services such as Amazon Lex, Amazon Polly, AWS Lambda,...
From Amazon.com - Mon, 03 Sep 2018 19:20:00 GMT - View all Seattle, WA jobs
          Software Development Engineer - Amazon.com - Seattle, WA      Cache   Translate This Page   
With Amazon Connect you can leverage the power of Artificial Intelligence and the large ecosystem of AWS services such as Amazon Lex, Amazon Polly, AWS Lambda,...
From Amazon.com - Fri, 31 Aug 2018 08:11:51 GMT - View all Seattle, WA jobs
          Software Development Manager - Amazon.com - Seattle, WA      Cache   Translate This Page   
Amazon Connect leverages the power of Artificial Intelligence and the large ecosystem of AWS services such as Amazon Lex, Amazon Polly, AWS Lambda, Amazon S3...
From Amazon.com - Tue, 31 Jul 2018 19:22:01 GMT - View all Seattle, WA jobs
          HRSS, Product Manager - Technical - Amazon.com - Seattle, WA      Cache   Translate This Page   
With Amazon Connect you can leverage the power of Artificial Intelligence and the large ecosystem of AWS services such as Amazon Lex, Amazon Polly, AWS Lambda,...
From Amazon.com - Mon, 23 Jul 2018 07:39:31 GMT - View all Seattle, WA jobs
          Senior Software Development Engineer - Amazon.com - Seattle, WA      Cache   Translate This Page   
With Amazon Connect you can leverage the power of Artificial Intelligence and the large ecosystem of AWS services such as Amazon Lex, Amazon Polly, AWS Lambda,...
From Amazon.com - Fri, 15 Jun 2018 01:20:13 GMT - View all Seattle, WA jobs
          Front End Engineer - Amazon Connect - Amazon.com - Seattle, WA      Cache   Translate This Page   
Amazon Connect leverages the power of Artificial Intelligence and the large ecosystem of AWS services such as Amazon Lex, Amazon Polly, AWS Lambda, Amazon S3...
From Amazon.com - Thu, 24 May 2018 08:18:29 GMT - View all Seattle, WA jobs
          Senior Developer/Development Architekt für Banking for IBSO - SAP - Sankt Leon-Rot      Cache   Translate This Page   
We make innovation real by using the latest technologies around the Internet of Things, blockchain, artificial intelligence / machine learning, and big data and...
Gefunden bei SAP - Tue, 11 Sep 2018 17:37:26 GMT - Zeige alle Sankt Leon-Rot Jobs
          (USA-NY-New York) Senior Business Systems Analyst      Cache   Translate This Page   
**Medidata Solutions Careers** **Senior Business Systems Analyst** Corporate New York, New York Apply Medidata is leading the digital transformation of life sciences with the world's most-used platform for clinical development, commercial and real-world data. Powered by artificial intelligence and delivered by #1 ranked industry experts, the Intelligent Platform for Life Sciences helps pharmaceutical, biotech, medical device companies and academic researchers accelerate value, minimize risk and optimize outcomes. Medidata serves more than 1,000 customers and partners worldwide and empowers more than 100,000 certified users every day to create hope for millions of patients. Discover the future of life sciences: www.mdsol.com We know that diverse teams win and are fully committed to selecting leaders and employees that represent the markets in which we operate. We are still led by our Co-founders, Tarek Sherif and Glen de Vries, and have global operations in US, Europe and Asia with over 2000 employees. **Your Mission:** + Provide support and configuration of Workday Financials package, business analysis and reporting using Workday features + Configure, test, and deploy Workday business processes + Prepare ad-hoc queries using Workday reporting features and calculations + Develop system solutions and requested enhancements + Identify system issues, conduct analyses and form conclusions + Develop and prepare summary analyses to validate system accuracy + Provide training for Finance to ensure Workday user fluency for processes. + Partner closely with HR, Finance, Tax, and Procurement in program delivery and other Workday projects + Assist the business with the strategy of implementing and integrating new software to our business processes + Manage security administration, creating and maintaining existing security roles, and providing new user access to different components of the tool + Provide advanced system support and training for the day to day operational needs of the clients + Develop and maintain process and procedure documentation related to the systems + Drive improvement, configuration and integration of other Finance applications **Your Competencies:** + Capable of translating complex Finance processes into technical flow/ specifications and solutions taking specific strengths and limitations into consideration + Possess expert-level knowledge on ERP platforms - NetSuite (preferred), Workday (required) - and/or specialized applications like Ariba and Concur, for combined progressive experience between 5-7 years + Have an in-depth understanding of the data flow across disperse systems, its challenges and best practices involved in maintaining data integrity, for reliable cross-platform reporting and reconciliation + Comfortable interacting with technical team members + Must possess organizational, problem-solving skills and time management skills and be able to meet deadlines; must be detail oriented and able to handle multiple tasks simultaneously + Must be able to work effectively in a self-directed environment, taking initiative and proactively improving processes with alignment from the key stakeholders + Effective verbal and written communicator, able to adapt delivery style and language to suit the audience; able to present complex issues and solutions to technical and non-technical audiences **Your Education & Experience:** + A deep understanding of key financial business processes (Procure-to-Pay, Accounts Payable, Accounting, Billing, Collections) + Bachelor’s degree or equivalent preferably in Finance or Technology with at least 5 years related Financial systems experience + 2+ years of experience with Workday implementation, support and maintenance projects required + Data-driven, pragmatic and bring a relaxed, enthusiastic attitude while dealing with ambiguity + Experience working in a structured and disciplined change control process environment Medidata is making a real difference in the lives of patients everywhere by accelerating critical drug and medical device development, enabling life-saving drugs and medical devices to get to market faster. Our products sit at the convergence of the Technology and Life Sciences industries, one of most exciting areas for global innovation. Nine of the top 10 best-selling drugs in 2017 were developed on the Medidata platform. Medidata’s solutions have powered over 14,000 clinical trials giving us the largest collection of clinical trial data in the world. With this asset, we pioneer innovative, advanced applications and intelligent data analytics, bringing an unmatched level of quality and efficiency to clinical trials enabling treatments to reach waiting patients sooner. **EEO Statement** **_US:_** _Medidata Solutions, Inc. is an Equal Opportunity Employer. Medidata Solutions provides equal employment opportunities to all employees and applicants for employment without regard to race, color, religion, gender, sexual orientation, gender identity, national origin, age, disability status, protected veteran status, or any other characteristic protected by the law. Medidata Solutions complies with applicable state and local laws governing non-discrimination in employment in every location in which the company has facilities._ \#LI-LS1
          (USA-NY-New York) Payroll Analyst      Cache   Translate This Page   
**Medidata Solutions Careers** **Payroll Analyst** Corporate New York, New York Apply Medidata is leading the digital transformation of life sciences with the world's most-used platform for clinical development, commercial and real-world data. Powered by artificial intelligence and delivered by #1 ranked industry experts, the Intelligent Platform for Life Sciences helps pharmaceutical, biotech, medical device companies and academic researchers accelerate value, minimize risk and optimize outcomes. Medidata serves more than 1,000 customers and partners worldwide and empowers more than 100,000 certified users every day to create hope for millions of patients. Discover the future of life sciences: www.mdsol.com We know that diverse teams win and are fully committed to selecting leaders and employees that represent the markets in which we operate. We are still led by our Co-founders, Tarek Sherif and Glen de Vries, and have global operations in US, Europe and Asia with over 2000 employees. **Your Mission:** The Payroll Analyst position is based in New York and reports to the Director of Payroll. The role is responsible for managing and processing the US payroll to ensure compliance with domestic rules, regulations, and laws. This role will also serve as a back-up to the Director of Payroll, be a key employee resource for payroll matters and will perform other related duties as required. + Manage and process US payroll + Ensure accurate payroll funding occurs for all accounts and payroll taxes are remitted on time + Manage US year-end resulting in accurate W-2’s + Partner with global HR Business Partners and HR Operations to ensure effective processes and issue resolution + Create US journal entries and ensure payroll entries are balanced and reconciled in a timely manner + Partner with Non-US Payroll Analyst in reviewing the international payrolls + Audit data integrity between Workday HRIS and ADP Workforce Now Payroll to ensure both systems are in sync on a semi-monthly basis + Work closely with the Director of Payroll in developing global payroll controls + Partner with the Director of Payroll on the implementation of new technology to streamline the global payroll process + Develop, maintain, update, and communicate company-wide payroll policies and processes regarding earnings, deductions, time-keeping as well as government compliance reporting + Collaborate with multiple business teams within the organization like HR, Corporate Tax, Accounting, Accounting Policy and External Reporting and Technology + Monitor employee e-mail inquiries from the payroll@ inbox and respond to employees as necessary + Assist the Director of Payroll with payroll tax inquiries, payroll tax audits and other audits such as 401k audits and Worker’s Comp + Provide excellent customer service to our employees and business partners **Your Competencies:** + Basic knowledge of Federal and State withholding, Internal Revenue Service regulations, and payroll best practices + Basic knowledge of international payroll processes and regulations + Ability to analyze, research and resolve payroll inquiries + Advanced Excel skills (vlooksup, pivots) + Excellent problem-solving skills, analytical mindset with good judgement and high level of attention to detail and accuracy + Excellent organization skills; ability to handle multiple priorities within deadlines is required + Strong customer-focus and ability to maintain confidentiality to payroll and other employee personal information + Ability to maintain employee confidence and to protect payroll operations by keeping information confidential **Your Education & Experience:** + Bachelor’s degree required; or equivalent years of experience + This position does not require specific payroll or accounting knowledge but office experience is a plus. Will work under close supervision + Experience with federal, state, and local statutory payroll audits is a plus but not required + Experience with accounting processes and month-end close including journal entries and reconciliations as it relates to payroll is a plus but not required + Basic knowledge of Sox controls + Bachelor’s degree required; or equivalent years of experience Medidata is making a real difference in the lives of patients everywhere by accelerating critical drug and medical device development, enabling life-saving drugs and medical devices to get to market faster. Our products sit at the convergence of the Technology and Life Sciences industries, one of most exciting areas for global innovation. Nine of the top 10 best-selling drugs in 2017 were developed on the Medidata platform. Medidata’s solutions have powered over 14,000 clinical trials giving us the largest collection of clinical trial data in the world. With this asset, we pioneer innovative, advanced applications and intelligent data analytics, bringing an unmatched level of quality and efficiency to clinical trials enabling treatments to reach waiting patients sooner. **EEO Statement** **_US:_** _Medidata Solutions, Inc. is an Equal Opportunity Employer. Medidata Solutions provides equal employment opportunities to all employees and applicants for employment without regard to race, color, religion, gender, sexual orientation, gender identity, national origin, age, disability status, protected veteran status, or any other characteristic protected by the law. Medidata Solutions complies with applicable state and local laws governing non-discrimination in employment in every location in which the company has facilities._ \#LI-LS1
          (USA-Remote) Partner Account Manager      Cache   Translate This Page   
**Medidata Solutions Careers** **Partner Account Manager** Sales & Marketing Remote, United States Apply Medidata is leading the digital transformation of life sciences with the world's most-used platform for clinical development, commercial and real-world data. Powered by artificial intelligence and delivered by #1 ranked industry experts, the Intelligent Platform for Life Sciences helps pharmaceutical, biotech, medical device companies and academic researchers accelerate value, minimize risk and optimize outcomes. Medidata serves more than 1,000 customers and partners worldwide and empowers more than 100,000 certified users every day to create hope for millions of patients. Discover the future of life sciences: www.mdsol.com We know that diverse teams win and are fully committed to selecting leaders and employees that represent the markets in which we operate. We are still led by our Co-founders, Tarek Sherif and Glen de Vries, and have global operations in US, Europe and Asia with over 2000 employees. **Your Mission:** The Partner Account Manager will assist and support assigned Partners in the sale and delivery of Medidata products and services, to provide maximized leverage Medidata’s position in the marketplace. She/he will coordinate and direct cross functional resources to ensure the highest possible level of service to our partners and our mutual customers. + Develop and manage new and existing CRO Partnerships to maximize value of Medidata for partners and sponsors + Develop broad platform adoption across the Medidata portfolio within the assigned Partners + CRO program development, implementation and management including go-to-market strategy and analysis + Identify areas of potential collaboration and partnership and align appropriate resources + Execution of annually updated and jointly developed Partner/Medidata business plan + Coordinates Medidata and CRO Partners’ resources for Operations, Sales and Professional Services ensure success of all Partner activities + Work closely with Medidata CRO Partnerships, Sales and Pre-Sales executives around the world to effectively provide global solutions that drive Medidata’s business activities + Facilitate compliance with the requirements and leverage the benefits of the _Medidata Partner Program_ **Your Competencies:** + 3-5 Years demonstrable success in complex enterprise software sales + Knowledge of and experience in software applications sales/consulting and the provision of required services + 3-5 years domain experience/expertise in Clinical Trials/Pharmaceutical Development environment + 3 - 5 years successful hands-on experience working with CROs or within a partner or alliance program + Demonstrated ability to work with and manage relationships with, peers, customers and partners at an executive management-level + Ability to listen actively and think logically, strategically, and tactically to solve complex problems + Excellent verbal and written communication skill + Self-motivated, demonstrating an ability to assume responsibility and work autonomously in a professional manner **Your Education & Experience:** + Bachelors Degree in the Life Sciences, Engineering or Computer Science preferred, Masters Degree or higher a plus Medidata is making a real difference in the lives of patients everywhere by accelerating critical drug and medical device development, enabling life-saving drugs and medical devices to get to market faster. Our products sit at the convergence of the Technology and Life Sciences industries, one of most exciting areas for global innovation. Nine of the top 10 best-selling drugs in 2017 were developed on the Medidata platform. Medidata’s solutions have powered over 14,000 clinical trials giving us the largest collection of clinical trial data in the world. With this asset, we pioneer innovative, advanced applications and intelligent data analytics, bringing an unmatched level of quality and efficiency to clinical trials enabling treatments to reach waiting patients sooner. **EEO Statement** **_US:_** _Medidata Solutions, Inc. is an Equal Opportunity Employer. Medidata Solutions provides equal employment opportunities to all employees and applicants for employment without regard to race, color, religion, gender, sexual orientation, gender identity, national origin, age, disability status, protected veteran status, or any other characteristic protected by the law. Medidata Solutions complies with applicable state and local laws governing non-discrimination in employment in every location in which the company has facilities._
          (USA-NY-New York) Payroll Lead      Cache   Translate This Page   
**Medidata Solutions Careers** **Payroll Lead** Corporate New York, New York Apply Medidata is leading the digital transformation of life sciences with the world's most-used platform for clinical development, commercial and real-world data. Powered by artificial intelligence and delivered by #1 ranked industry experts, the Intelligent Platform for Life Sciences helps pharmaceutical, biotech, medical device companies and academic researchers accelerate value, minimize risk and optimize outcomes. Medidata serves more than 1,000 customers and partners worldwide and empowers more than 100,000 certified users every day to create hope for millions of patients. Discover the future of life sciences: www.mdsol.com We know that diverse teams win and are fully committed to selecting leaders and employees that represent the markets in which we operate. We are still led by our Co-founders, Tarek Sherif and Glen de Vries, and have global operations in US, Europe and Asia with over 2000 employees. **Your Mission:** + Oversee US and Non-US payroll operations + Ensure accurate payroll funding occurs for all accounts and payroll taxes are remitted on time + Manage US year-end resulting in accurate W-2’s + Partner with global HR Business Partners and HR Operations to ensure effective processes and issue resolution + Create US journal entries and ensure payroll entries are balanced and reconciled in a timely manner + Partner with Non-US Payroll Analyst in reviewing the international payrolls + Audit data integrity between Workday HRIS and ADP Workforce Now Payroll to ensure both systems are in sync on a semi-monthly basis + Work closely with the Director of Payroll in developing global payroll controls + Partner with the Director of Payroll on the implementation of new technology to streamline the global payroll process + Develop, maintain, update, and communicate company-wide payroll policies and processes regarding earnings, deductions, time-keeping as well as government compliance reporting + Collaborate with multiple business teams within the organization like HR, Corporate Tax, Accounting, Accounting Policy and External Reporting and Technology + Monitor employee e-mail inquiries from the payroll inbox and respond to employees as necessary + Assist the Director of Payroll with payroll tax inquiries, payroll tax audits and other audits such as 401k audits and Worker’s Comp + Provide excellent customer service to our employees and business partners **Your Competencies:** + Knowledge of Federal and State withholding, Internal Revenue Service regulations, and payroll best practices + Knowledge of international payroll processes and regulations + Ability to analyze, research and resolve payroll inquiries + Advanced Excel skills (vlooksup, pivots) + Excellent problem-solving skills, analytical mindset with good judgement and high level of attention to detail and accuracy + Excellent organization skills; ability to handle multiple priorities within deadlines is required + Strong customer-focus and ability to maintain confidentiality to payroll and other employee personal information + Ability to maintain employee confidence and to protect payroll operations by keeping information confidential **Your Education & Experience:** + Bachelor’s degree required; or equivalent years of experience + This position does not require specific payroll or accounting knowledge but office experience is a plus. Will work under close supervision. + Experience with federal, state, and local statutory payroll audits is a plus but not required + Experience with accounting processes and month-end close including journal entries and reconciliations as it relates to payroll is a plus but not required + Basic knowledge of Sox controls + Bachelor’s degree required; or equivalent years of experience Medidata is making a real difference in the lives of patients everywhere by accelerating critical drug and medical device development, enabling life-saving drugs and medical devices to get to market faster. Our products sit at the convergence of the Technology and Life Sciences industries, one of most exciting areas for global innovation. Nine of the top 10 best-selling drugs in 2017 were developed on the Medidata platform. Medidata’s solutions have powered over 14,000 clinical trials giving us the largest collection of clinical trial data in the world. With this asset, we pioneer innovative, advanced applications and intelligent data analytics, bringing an unmatched level of quality and efficiency to clinical trials enabling treatments to reach waiting patients sooner. **EEO Statement** **_US:_** _Medidata Solutions, Inc. is an Equal Opportunity Employer. Medidata Solutions provides equal employment opportunities to all employees and applicants for employment without regard to race, color, religion, gender, sexual orientation, gender identity, national origin, age, disability status, protected veteran status, or any other characteristic protected by the law. Medidata Solutions complies with applicable state and local laws governing non-discrimination in employment in every location in which the company has facilities._ \#LI-LS1
          (USA-Remote) Partner Business Manager      Cache   Translate This Page   
**Medidata Solutions Careers** **Partner Business Manager** Sales & Marketing Remote, United States Apply Medidata is leading the digital transformation of life sciences with the world's most-used platform for clinical development, commercial and real-world data. Powered by artificial intelligence and delivered by #1 ranked industry experts, the Intelligent Platform for Life Sciences helps pharmaceutical, biotech, medical device companies and academic researchers accelerate value, minimize risk and optimize outcomes. Medidata serves more than 1,000 customers and partners worldwide and empowers more than 100,000 certified users every day to create hope for millions of patients. Discover the future of life sciences: www.mdsol.com We know that diverse teams win and are fully committed to selecting leaders and employees that represent the markets in which we operate. We are still led by our Co-founders, Tarek Sherif and Glen de Vries, and have global operations in US, Europe and Asia with over 2000 employees. **Your Mission:** The Partner Business Manager effectively manages commercial activities of a specific Partner or Partners in regards to their currently contracted or future business with Medidata. The Partner Business Manager needs to be highly organized, used to working with multiple internal and external customers, familiar with standard sales processes, and well versed in internal and external operations that drive revenue recognition. Chiefly among these are contracts, change orders and Days Sales Outstanding (DSO) management. + Engage with Partners to acquire signature on contracts ensuring accuracy on specs of contract, providing product and pricing knowledge as necessary, functioning as adjunct sales resource with guided support from the respective Partner Account Manager + Develop and manage existing Medidata Partner relationships in conjunction with multiple internal departments e.g. field sales, finance, sales ops and legal + Be able to have guided sales discussions with Partner business contacts + Working within any applicable Governance structure in place with Partner accounts, attending and participating in meetings + Manage the sales pipeline with our Partners and update Medidata CRM system + Work with Regional Account Managers (RAMs) to coordinate opportunity updates with Partner Business Managers of Global CROs + Assisting with Medidata Partner Program development, implementation and management, including go-to-market strategy + Liaise with internal proposal teams to facilitate detailed pricing and contracting of Medidata’s software and services, including Sales Orders and Change Orders + Act as the lead on chasing revenue and late payments included on Sales Orders and Change Orders, working with external customers to fully understand their processes + Provide pricing guidance to external customers when required during any change to original contract + Facilitate and communicate to Partner regular updates of Mediquote pricing and contractual templates as required + Lead ad hoc projects as required + Some travel required **Your Competencies:** + Familiarity with eClinical market or worked at life sciences company + Ability to listen, think logically, strategically, and tactically to solve complex problems + Must be motivated to work within detailed operational matters, but have the desire to work with outside customers on a daily basis + Previous Account Management experience and record of achieving assigned quota targets + Self-motivated, demonstrating an ability to assume responsibility and work autonomously in a professional manner **Your Education & Experience:** + Bachelors Degree in the Life Sciences, Engineering or Computer Science preferred, Masters Degree or higher a plus + 4-5 years successful hands-on experience working with CROs or within a channels or alliance program, account management or direct sales involving software applications sales/consulting Medidata is making a real difference in the lives of patients everywhere by accelerating critical drug and medical device development, enabling life-saving drugs and medical devices to get to market faster. Our products sit at the convergence of the Technology and Life Sciences industries, one of most exciting areas for global innovation. Nine of the top 10 best-selling drugs in 2017 were developed on the Medidata platform. Medidata’s solutions have powered over 14,000 clinical trials giving us the largest collection of clinical trial data in the world. With this asset, we pioneer innovative, advanced applications and intelligent data analytics, bringing an unmatched level of quality and efficiency to clinical trials enabling treatments to reach waiting patients sooner. **EEO Statement** **_US:_** _Medidata Solutions, Inc. is an Equal Opportunity Employer. Medidata Solutions provides equal employment opportunities to all employees and applicants for employment without regard to race, color, religion, gender, sexual orientation, gender identity, national origin, age, disability status, protected veteran status, or any other characteristic protected by the law. Medidata Solutions complies with applicable state and local laws governing non-discrimination in employment in every location in which the company has facilities._ \#LI-CD1
          Fair lending needs explainable models for responsible recommendation. (arXiv:1809.04684v1 [cs.LG])      Cache   Translate This Page   

Authors: Jiahao Chen

The financial services industry has unique explainability and fairness challenges arising from compliance and ethical considerations in credit decisioning. These challenges complicate the use of model machine learning and artificial intelligence methods in business decision processes.


          Adversarial Examples: Opportunities and Challenges. (arXiv:1809.04790v1 [cs.LG])      Cache   Translate This Page   

Authors: Jiliang Zhang, Xiaoxiong Jiang

With the advent of the era of artificial intelligence(AI), deep neural networks (DNNs) have shown huge superiority over human in image recognition, speech processing, autonomous vehicles and medical diagnosis. However, recent studies indicate that DNNs are vulnerable to adversarial examples (AEs) which are designed by attackers to fool deep learning models. Different from real examples, AEs can hardly be distinguished from human eyes, but mislead the model to predict incorrect outputs and therefore threaten security critical deep-learning applications. In recent years, the generation and defense of AEs have become a research hotspot in the field of AI security. This article reviews the latest research progress of AEs. First, we introduce the concept, cause, characteristic and evaluation metrics of AEs, then give a survey on the state-of-the-art AE generation methods with the discussion of advantages and disadvantages. After that we review the existing defenses and discuss their limitations. Finally, the future research opportunities and challenges of AEs are prospected.


          Focus Group on Artificial Intelligence for Health. (arXiv:1809.04797v1 [cs.AI])      Cache   Translate This Page   

Authors: Marcel Salathé, Thomas Wiegand, Markus Wenzel

Artificial Intelligence (AI) - the phenomenon of machines being able to solve problems that require human intelligence - has in the past decade seen an enormous rise of interest due to significant advances in effectiveness and use. The health sector, one of the most important sectors for societies and economies worldwide, is particularly interesting for AI applications, given the ongoing digitalisation of all types of health information. The potential for AI assistance in the health domain is immense, because AI can support medical decision making at reduced costs, everywhere. However, due to the complexity of AI algorithms, it is difficult to distinguish good from bad AI-based solutions and to understand their strengths and weaknesses, which is crucial for clarifying responsibilities and for building trust. For this reason, the International Telecommunication Union (ITU) has established a new Focus Group on "Artificial Intelligence for Health" (FG-AI4H) in partnership with the World Health Organization (WHO). Health and care services are usually the responsibility of a government - even when provided through private insurance systems - and thus under the responsibility of WHO/ITU member states. FG-AI4H will identify opportunities for international standardization, which will foster the application of AI to health issues on a global scale. In particular, it will establish a standardized assessment framework with open benchmarks for the evaluation of AI-based methods for health, such as AI-based diagnosis, triage or treatment decisions.


          Director, Data & AI - Lightspeed - Montréal, QC      Cache   Translate This Page   
Furthermore, we will apply our advanced data analytics, artificial intelligence/machine learning knowledge and experience in combination with our business...
From LightSpeed - Thu, 12 Jul 2018 14:31:24 GMT - View all Montréal, QC jobs


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