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The AI Index 2021 Annual Report

arXiv.org Artificial Intelligence

Welcome to the fourth edition of the AI Index Report. This year we significantly expanded the amount of data available in the report, worked with a broader set of external organizations to calibrate our data, and deepened our connections with the Stanford Institute for Human-Centered Artificial Intelligence (HAI). The AI Index Report tracks, collates, distills, and visualizes data related to artificial intelligence. Its mission is to provide unbiased, rigorously vetted, and globally sourced data for policymakers, researchers, executives, journalists, and the general public to develop intuitions about the complex field of AI. The report aims to be the most credible and authoritative source for data and insights about AI in the world.


The New World Of AI-Based Adaptive Education

#artificialintelligence

Any queries about slow house WiFi, dead zones, or other service disruptions that drive you mad? NetSpot enables you to see and troubleshoot your wireless system for you the very best relationship possible. The simple to follow warmth map will show you which regions get the most powerful WiFi sign -- and that get the weakest. Learning approaches in AI aren't confined to simply presenting advice and generic quizzes it's going to alter the comprehensive landscape of instruction. There are two varieties of learning, one general and the other particular to the child based upon the ability and specialized field of interest, necessitating even more critical focus. Bloom's Taxonomy has to be implemented for instruction; territory evaluation draws our focus on"educational goals".


Become an artificial intelligence expert with this discounted bundle

Mashable

TL;DR: The Ultimate Artificial Intelligence Scientist Certification Bundle is on sale for £25.32 as of Feb. 15, saving you 95% on list price. Coders hold great power in today's job market. But you know who also does? Many of today's most exciting technologies have artificial intelligence to thank. Think personalised Netflix queues, self-driving cars, and this app that blurs out the faces of protestors.


AI Development for the Public Interest: From Abstraction Traps to Sociotechnical Risks

arXiv.org Artificial Intelligence

Despite interest in communicating ethical problems and social contexts within the undergraduate curriculum to advance Public Interest Technology (PIT) goals, interventions at the graduate level remain largely unexplored. This may be due to the conflicting ways through which distinct Artificial Intelligence (AI) research tracks conceive of their interface with social contexts. In this paper we track the historical emergence of sociotechnical inquiry in three distinct subfields of AI research: AI Safety, Fair Machine Learning (Fair ML) and Human-in-the-Loop (HIL) Autonomy. We show that for each subfield, perceptions of PIT stem from the particular dangers faced by past integration of technical systems within a normative social order. We further interrogate how these histories dictate the response of each subfield to conceptual traps, as defined in the Science and Technology Studies literature. Finally, through a comparative analysis of these currently siloed fields, we present a roadmap for a unified approach to sociotechnical graduate pedagogy in AI.


Practical Introduction to Machine Learning with Python

#artificialintelligence

Udemy Coupon - Practical Introduction to Machine Learning with Python, Quickly Learn the Essentials of Artificial Intelligence (AI) and Machine Learning (ML) Created by Madhu Siddalingaiah English [Auto] Students also bought Spring & Hibernate for Beginners (includes Spring Boot) Data Structures and Algorithms: Deep Dive Using Java SQL Beginner to Guru: MySQL Edition - Master SQL with MySQL Full Stack: Angular and Spring Boot Mastering your own communication: The fundamentals Next Level Conversation: Improve Your Communication Skills Preview this Course GET COUPON CODE Description LinkedIn released it's annual "Emerging Jobs" list, which ranks the fastest growing job categories. The top role is Artificial Intelligence Specialist, which is any role related to machine learning. Hiring for this role has grown 74% in the past few years! Machine learning is the technology behind self driving cars, smart speakers, recommendations, and sophisticated predictions. Machine learning is an exciting and rapidly growing field full of opportunities.


Empowering Things with Intelligence: A Survey of the Progress, Challenges, and Opportunities in Artificial Intelligence of Things

arXiv.org Artificial Intelligence

In the Internet of Things (IoT) era, billions of sensors and devices collect and process data from the environment, transmit them to cloud centers, and receive feedback via the internet for connectivity and perception. However, transmitting massive amounts of heterogeneous data, perceiving complex environments from these data, and then making smart decisions in a timely manner are difficult. Artificial intelligence (AI), especially deep learning, is now a proven success in various areas including computer vision, speech recognition, and natural language processing. AI introduced into the IoT heralds the era of artificial intelligence of things (AIoT). This paper presents a comprehensive survey on AIoT to show how AI can empower the IoT to make it faster, smarter, greener, and safer. Specifically, we briefly present the AIoT architecture in the context of cloud computing, fog computing, and edge computing. Then, we present progress in AI research for IoT from four perspectives: perceiving, learning, reasoning, and behaving. Next, we summarize some promising applications of AIoT that are likely to profoundly reshape our world. Finally, we highlight the challenges facing AIoT and some potential research opportunities.


Data Science: Supervised Machine Learning in Python

#artificialintelligence

Online Courses Udemy - Full Guide to Implementing Classic Machine Learning Algorithms in Python and with Sci-Kit Learn Created by Lazy Programmer Inc English [Auto-generated], Spanish [Auto-generated] Students also bought Bayesian Machine Learning in Python: A/B Testing The Complete Python Course Learn Python by Doing Complete Python Developer in 2020: Zero to Mastery Artificial Intelligence: Reinforcement Learning in Python Natural Language Processing with Deep Learning in Python Preview this course GET COUPON CODE Description In recent years, we've seen a resurgence in AI, or artificial intelligence, and machine learning. Machine learning has led to some amazing results, like being able to analyze medical images and predict diseases on-par with human experts. Google's AlphaGo program was able to beat a world champion in the strategy game go using deep reinforcement learning. Machine learning is even being used to program self driving cars, which is going to change the automotive industry forever. Imagine a world with drastically reduced car accidents, simply by removing the element of human error.


Data analysts: Learn how to use Python, R, deep learning, more in these online courses

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You don't need to work in the marketing department of Facebook or Google to understand the importance of large-scale data analytics when it comes to driving the modern economy. As the primary force behind everything from targeted advertising campaigns to self-driving cars, data analysis stands at the heart of today's most important and exciting technologies and innovations. The Deep Learning & Data Analysis Certification Bundle will help you take your analytical skills to the next level so you can land the best and most lucrative positions in your field, and it's available today for over 95% off at just $39.99. With eight courses and 30 hours of instruction led by the renowned data scientist Minerva Singh, this bundle will get you up to speed with the latest platforms and methodologies in the interconnected worlds of data analysis, visualization, statistics, deep learning, and more. Through easy-to-follow lessons that utilize real-world examples, the training courses will walk you through the fundamentals and more advanced elements of YouTube analytics and Google Ads, R programming in the context of machine learning, algorithms that can help you break down data frameworks, statistical models that will allow you to predict future trends, and more.


A Self Taught Machine Learning Researcher Who Wants To Revolutionise Autonomous Industry

#artificialintelligence

Sanjeev is a recipient of the 40 Under 40 Data Scientists award, at the Machine Learning Dev Summit for his research in autonomous tech.


How anyone can get started with Deep Learning on Windows

#artificialintelligence

Deep learning and artificial intelligence are one of the hottest topics in the world today. We see an ever-increasing number of applications that employ deep learning: facial recognition, speech recognition (Siri, 'OK Google', Alexa), Self-Driving Cars, and the list goes on and on. So as a student, fresh employee, team manager, senior management, we get curious: Will this ever-rising wave of AI technology eventually make my job or future career less relevant? That was actually how I stumbled upon the world of Deep Learning years ago, and ended up where I am today: pursuing a postgraduate degree in this field of research. We all have been conditioned to learn things in a certain way: search for information online, sign up for courses, watch tutorials on YouTube. However, the massive and ever-increasing amount of information on this subject is scary, and many of us give up on the pursuit of new, relevant skills quickly.