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Personalized Education in the AI Era: What to Expect Next?

arXiv.org Artificial Intelligence

The objective of personalized learning is to design an effective knowledge acquisition track that matches the learner's strengths and bypasses her weaknesses to ultimately meet her desired goal. This concept emerged several years ago and is being adopted by a rapidly-growing number of educational institutions around the globe. In recent years, the boost of artificial intelligence (AI) and machine learning (ML), together with the advances in big data analysis, has unfolded novel perspectives to enhance personalized education in numerous dimensions. By taking advantage of AI/ML methods, the educational platform precisely acquires the student's characteristics. This is done, in part, by observing the past experiences as well as analyzing the available big data through exploring the learners' features and similarities. It can, for example, recommend the most appropriate content among numerous accessible ones, advise a well-designed long-term curriculum, connect appropriate learners by suggestion, accurate performance evaluation, and the like. Still, several aspects of AI-based personalized education remain unexplored. These include, among others, compensating for the adverse effects of the absence of peers, creating and maintaining motivations for learning, increasing diversity, removing the biases induced by the data and algorithms, and the like. In this paper, while providing a brief review of state-of-the-art research, we investigate the challenges of AI/ML-based personalized education and discuss potential solutions.


The Data Science Course 2020: Complete Data Science Bootcamp

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Online Courses Udemy - Complete Data Science Training: Mathematics, Statistics, Python, Advanced Statistics in Python, Machine & Deep Learning BESTSELLER Created by 365 Careers, 365 Careers Team English [Auto-generated], French [Auto-generated], 6 more Students also bought Statistics for Data Science and Business Analysis Machine Learning A-Z: Hands-On Python & R In Data Science Excel for Data Analysts Data Science A-Z: Real-Life Data Science Exercises Included Intro to Data Science: Your Step-by-Step Guide To Starting Preview this course GET COUPON CODE Description The Problem Data scientist is one of the best suited professions to thrive this century. It is digital, programming-oriented, and analytical. Therefore, it comes as no surprise that the demand for data scientists has been surging in the job marketplace. However, supply has been very limited. It is difficult to acquire the skills necessary to be hired as a data scientist.


Artificial Intelligence for Social Good: A Survey

arXiv.org Artificial Intelligence

Its impact is drastic and real: Youtube's AIdriven recommendation system would present sports videos for days if one happens to watch a live baseball game on the platform [1]; email writing becomes much faster with machine learning (ML) based auto-completion [2]; many businesses have adopted natural language processing based chatbots as part of their customer services [3]. AI has also greatly advanced human capabilities in complex decision-making processes ranging from determining how to allocate security resources to protect airports [4] to games such as poker [5] and Go [6]. All such tangible and stunning progress suggests that an "AI summer" is happening. As some put it, "AI is the new electricity" [7]. Meanwhile, in the past decade, an emerging theme in the AI research community is the so-called "AI for social good" (AI4SG): researchers aim at developing AI methods and tools to address problems at the societal level and improve the wellbeing of the society.


45 Best Data Science Certification for Data Scientists JA Directives

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Are you looking for Best Data Science Degree Online? This Online Data Science Course list will help you to become a top Data Scientist. Data science or data-driven science is one of today's fastest-growing fields. Do you want to become a Data Scientist in 2019? The list of the Data Science Degree will give you a clear idea from data science definition to expert's levels. If you don't know how to get data scientist certification then this data science certificate programs online will help you to get an online data science certificate. You will be able to get Microsoft data science certification or even Harvard data science certificate with this excellent collection of online courses. Also, this Data Science training will give you an idea about data science, python, data scientist, big data, analytics, machine learning, deep learning and Artificial Intelligence (AI) which are the most booming topics now. You can be a data science master in a short period of time. All big companies, publishers, advertisers, and other industries are now highly depended on data science or machine learning. So, it is high time to learn some skills in data science, for example, get the high demanded Data Science online certifications. How does it work at the present time, why data scientist's career and data science jobs are in top position? If you like a trendy career, you have that opportunity right now and get hired by the big industries. At the same time, online entrepreneurs and business personals also need to update themselves with the fundamental machine learning skills to compete with the fast-moving industry. Below are few best Data Science online courses that might assist you to jump-start the knowledge of data science sector. Best Data Science online tutorial and programs listing displays the'Best Course,' 'Product Description,' 'Rating,' 'Students Enrolled' 'Product's Image' and as well as an Enroll button to purchase the Courses from respective learning platforms for your convenience. Description: If you want to become a successful data scientist then you should take this best data science course. Just learning statistics, data visualization and data wrangling is not enough. You also need to know how to ask the right questions and tell the right story from your data. Description: This is an intermediate level data science course. Here you are going to learn to implement the advance data science concepts like inferential statistics and machine learning. The best data science certification promises you to get hired by a corporation after doing this course. As first you do the course then pay for it only if you get a data science job. So making an investment in your learning is completely risk-free now. You are going to master the foundational skills that are needed for you to do a job in the data science industry.


45 Best Data Science Certification for Data Scientists JA Directives

#artificialintelligence

Are you looking for Best Data Science Degree Online? This Online Data Science Course list will help you to become a top Data Scientist. Data science or data-driven science is one of today's fastest-growing fields. Do you want to become a Data Scientist in 2019? The list of the Data Science Degree will give you a clear idea from data science definition to expert's levels. If you don't know how to get data scientist certification then this data science certificate programs online will help you to get an online data science certificate. You will be able to get Microsoft data science certification or even Harvard data science certificate with this excellent collection of online courses. Also, this Data Science training will give you an idea about data science, python, data scientist, big data, analytics, machine learning, deep learning and Artificial Intelligence (AI) which are the most booming topics now. You can be a data science master in a short period of time. All big companies, publishers, advertisers, and other industries are now highly depended on data science or machine learning. So, it is high time to learn some skills in data science, for example, get the high demanded Data Science online certifications. How does it work at the present time, why data scientist's career and data science jobs are in top position? If you like a trendy career, you have that opportunity right now and get hired by the big industries. At the same time, online entrepreneurs and business personals also need to update themselves with the fundamental machine learning skills to compete with the fast-moving industry. Below are few best Data Science online courses that might assist you to jump-start the knowledge of data science sector. Best Data Science online tutorial and programs listing displays the'Best Course,' 'Product Description,' 'Rating,' 'Students Enrolled' 'Product's Image' and as well as an Enroll button to purchase the Courses from respective learning platforms for your convenience. Description: If you want to become a successful data scientist then you should take this best data science course. Just learning statistics, data visualization and data wrangling is not enough. You also need to know how to ask the right questions and tell the right story from your data. Description: This is an intermediate level data science course. Here you are going to learn to implement the advance data science concepts like inferential statistics and machine learning. The best data science certification promises you to get hired by a corporation after doing this course. As first you do the course then pay for it only if you get a data science job. So making an investment in your learning is completely risk-free now. You are going to master the foundational skills that are needed for you to do a job in the data science industry.


45 Best Data Science Certification for Data Scientists JA Directives

#artificialintelligence

Are you looking for Best Data Science Degree Online? This Online Data Science Course list will help you to become a top Data Scientist. Data science or data-driven science is one of today's fastest-growing fields. Do you want to become a Data Scientist in 2019? The list of the Data Science Degree will give you a clear idea from data science definition to expert's levels. If you don't know how to get data scientist certification then this data science certificate programs online will help you to get an online data science certificate. You will be able to get Microsoft data science certification or even Harvard data science certificate with this excellent collection of online courses. Also, this Data Science training will give you an idea about data science, python, data scientist, big data, analytics, machine learning, deep learning and Artificial Intelligence (AI) which are the most booming topics now. You can be a data science master in a short period of time. All big companies, publishers, advertisers, and other industries are now highly depended on data science or machine learning. So, it is high time to learn some skills in data science, for example, get the high demanded Data Science online certifications. How does it work at the present time, why data scientist's career and data science jobs are in top position? If you like a trendy career, you have that opportunity right now and get hired by the big industries. At the same time, online entrepreneurs and business personals also need to update themselves with the fundamental machine learning skills to compete with the fast-moving industry. Below are few best Data Science online courses that might assist you to jump-start the knowledge of data science sector. Best Data Science online tutorial and programs listing displays the'Best Course,' 'Product Description,' 'Rating,' 'Students Enrolled' 'Product's Image' and as well as an Enroll button to purchase the Courses from respective learning platforms for your convenience. Description: If you want to become a successful data scientist then you should take this course. Just learning statistics, data visualization and data wrangling is not enough. You also need to know how to ask the right questions and tell the right story from your data. Description: If you want to learn machine learning then this is the perfect course for you. Two professional data scientists designed this course so that you can learn the theory and algorithms behind the machine learning. If you just learn the coding libraries then you will not know what is actually going on in the back end. In fact, you will not be able to perform well in the industries. Which is why this is a very good course to get started into the machine learning world. The course also includes study materials about coding libraries.


10 Machine Learning, Data Science, and Deep Learning Courses for Programmers

#artificialintelligence

The first programming exercise "Twitter Sentiment Analysis in Python" is both fun and challenging, where you analyze tons of twitter message to find out the sentiments e.g.


Top 10 Machine Learning, Deep Learning, and Data Science Courses for Beginners (Python and R) - DZone AI

#artificialintelligence

The first programming exercise "Twitter Sentiment Analysis in Python" is both fun and challenging, where you analyze tons of twitter message to find out the sentiments e.g.