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Classifying Toxic Comments with Natural Language Processing

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Regardless of whether you have a Medium account, Youtube channel, or play League of Legends, you have probably seen toxic comments somewhere on the internet before. Toxic behavior, which includes rude, hateful, and threatening actions, is an issue that stops a productive comment thread, and turns it into a battle. Needless to say, developing and artificial intelligence to identify and classify toxic comments would greatly help many online groups and communities. The data for this project can be found on Kaggle. This data set contains hundreds of thousands of comments, each labelled with some of the following traits: toxic, severe toxic, obscene, threat, insult, and identity hate. Here are two examples of a toxic comment, and a non-toxic comment with their labels.


How AI can empower communities and strengthen democracy

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Each Fourth of July for the past five years I've written about AI with the potential to positively impact democratic societies. I return to this question with the hope of shining a light on technology that can strengthen communities, protect privacy and freedoms, or otherwise support the public good. This series is grounded in the principle that artificial intelligence can is capable of not just value extraction, but individual and societal empowerment. While AI solutions often propagate bias, they can also be used to detect that bias. As Dr. Safiya Noble has pointed out, artificial intelligence is one of the critical human rights issues of our lifetimes.


The Future Of Artificial Intelligence: A Complete Overview - 1 Blog Online

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Before diving into Artificial Intelligence's future, Let's have a look at what is Artificial Intelligence. Artificial Intelligence is a machine Intelligence. In contrast with natural intelligence, machine intelligence is more accurate and efficient because it demonstrated by machines, not by humans or animals. Today, AI properly knowns as narrow AI (or weak AI), just because of designed it for narrow tasks. But, for a long-term goal, many researchers go for general AI (AGI or strong AI).


A hyperdimensional computing system that performs all core computations in-memory

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Hyperdimensional computing (HDC) is an emerging computing approach inspired by patterns of neural activity in the human brain. This unique type of computing can allow artificial intelligence systems to retain memories and process new information based on data or scenarios it previously encountered. Most HDC systems developed in the past only perform well on specific tasks, such as natural language processing (NLP) or time series problems. In a paper published in Nature Electronics, researchers at IBM Research- Zurich and ETH Zurich presented a new HDC system that performs all core computations in-memory and that could be applied to a variety of tasks. "Our work was initiated by the natural fit between the two concepts of in-memory computing and hyperdimensional computing," Abu Sebastian and Abbas Rahimi, the two lead researchers behind the study, told TechXplore.


Artificial Intelligence Growing

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Artificial Intelligence (AI) is growing in spite of COVID-19. Though AI is not new, it has made major advancements recently in many fields. I will highlight five artificial intelligence trends for 2020. AI in digital marketing has ushered in unprecedented change on social media. It forecasts 24/7 chatbots, analyzes data and trends, manages custom feeds to generate content, search for content topics, create custom based personalized content, and make recommendations when required.


Natural Language Processing (NLP) with Python: 2020

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How AI Helps Digital Enterprises Streamline Operations

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Artificial intelligence (AI) is transforming how enterprises analyze and process information. It is also shifting from theoretical to real-world technology. Companies are deploying AI technologies to boost efficiency, reduce costs, and grow sales and profitability. The technology can also reduce marketing waste by predicting what works. It is the most impactful innovation of our lifetime, and it will create new winners and losers across entire industries.


Getting Girls Into the Artificial Intelligence Pipeline

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The term artificial intelligence (AI) was coined 64 years ago at a scholarly conference. The AI field hasn't remained the theoretical province of computer scientists and mathematicians; it now is a pervasive part of everyday life. With a technology this powerful, it is critical to include the perspectives of all women, including those from underrepresented communities. AI applications -- based on algorithms -- are found in robotics, machine learning, natural language processing, machine vision, speech recognition and more. These applications are found in homes, vehicles and myriad other aspects of daily life.


How To Improve Channel Sales With AI-Based Knowledge Sharing Networks

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Bottom Line: Knowledge-sharing networks have been improving supply chain collaboration for decades; it's time to enhance them with AI and extend them to resellers to revolutionize channel selling with more insights. Add to that the complexity of selling CPQ and product configurations through channels, and the value of using AI to improve knowledge sharing networks becomes a compelling business case. Automotive, consumer electronics, high tech, and industrial products manufacturers are combining IoT sensors, microcontrollers, and modular designs to sell channel-configurable smart vehicles and products. AI-based knowledge-sharing networks are crucial to the success of their next-generation products. Likewise, to sell to any of these manufacturers, suppliers need to be pursuing the same strategy.


AI is Transforming Digital Marketing Landscape in 2020 - The Next Scoop

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Understanding text, images, and sounds is not a uniquely human prerogative anymore. Artificial intelligence is transforming virtually every business. AI's ability to derive data-driven insights is paving the road to better digital marketing. From the vast data analysis, marketers gain valuable consumer insights and change how they connect brands with their audiences. Why artificial intelligence cannot be separated from digital marketing anymore?