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Marktechpost

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Enhancing Graph Classification with Edge-Node Attention-based Differentiable Pooling and Multi-Distance Graph Neural Networks GNNs

  • Researchers have developed a new hierarchical pooling method for GNNs called Edge-Node Attention-based Differentiable Pooling (ENADPool).
  • ENADPool uses hard clustering and attention mechanisms to compress node features and edge strengths, improving graph classification performance.
  • They also introduce a Multi-distance GNN (MD-GNN) model to reduce over-smoothing and enhance graph representation.
  • ENADPool and MD-GNN outperform other graph deep learning methods in benchmark datasets.

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Medium

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In an era where technology evolves at breakneck speed, few innovations have captured our collective…

  • High implementation costs: Developing and implementing AI systems can be expensive.
  • Job displacement: Automation through AI can lead to the displacement of jobs.
  • Bias and fairness: AI systems can unintentionally perpetuate biases if trained on biased datasets.
  • Lack of transparency: Many AI models, especially neural networks, are often considered "black boxes".

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Medium

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How Autoshorts.ai Made Me a YouTube Sensation Overnight

  • Autoshorts.ai helped a person to become a YouTube sensation overnight by making it easy to automate the creation of short, engaging videos for platforms like YouTube and TikTok.
  • To start the process, the person chose technology and gadgets as the niche to focus on and spent hours conducting keyword research.
  • Autoshorts.ai made it easy to schedule videos in advance, allowing the person to maintain a consistent upload schedule, which was key to building an audience.
  • Understanding SEO was a game-changer, as each video was meticulously optimized with relevant keywords, engaging titles, and compelling descriptions.
  • The person made it a point to respond to every comment, fostering a sense of community among their viewers.
  • The use of autoshorts.ai helped to generate a significant boost in income, including ad revenue from YouTube, affiliate marketing and sponsored content.
  • The person quit their job after YouTube income surpassed their salary and embraced their new journey wholeheartedly.
  • The journey taught the person the importance of having a clear strategy, leveraging the right tools, and understanding and applying SEO
  • The plan for the future is to continue using Autoshorts.ai, creating high-quality content and exploring new niches.
  • One can turn their passion into a profitable venture by being strategic and have the right tools.

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Medium

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Why You’re Missing Out If You’re Not Using Autoshorts.ai for TikTok

  • AutoShorts.ai is a tool that promises to automate the most tedious parts of content creation, including scriptwriting, image generation, and posting.
  • The tool helps TikTok creators to overcome the challenge of creating eye-catching thumbnails and consistent content creation.
  • With AutoShorts.ai, users can generate high-quality images with just a few clicks and queue up multiple videos and schedule their posting times using the auto-posting feature.
  • The AI-driven image generator feature of AutoShorts.ai has saved creators many hours of work and improved the visual appeal of their content.
  • The impact of AutoShorts.ai is almost immediate, engagement metrics improve, more likes, shares, and comments, and follower count begins to climb steadily.
  • The journey has had its initial challenges, such as making sure scripts match voice and style while maintaining authenticity.
  • AutoShorts.ai support team is committed to continuously improving their platform and providing prompt solutions and updates to glitches.
  • The tool has reignited passion for creating content, helped to brainstorm new ideas, and explore collaborations with other creators, bringing more time spent creating.
  • The recommendation for creators struggling to keep up with the demands of content production, give AutoShorts.ai a try, and watch the TikTok channel soar.
  • Embracing technology and automation has transformed TikTok presence and the logistics of content production, and the right tools can make a big difference.

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Medium

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City Colleges of Chicago Elevates Tech Education with AWS Machine Learning University and Tech…

  • City Colleges of Chicago (CCC) is collaborating with Amazon Web Services (AWS) to elevate tech education.
  • CCC is participating in the AWS Machine Learning University Educator Enablement Program and the Skills to Jobs Tech Alliance.
  • Through the MLU EEP, CCC faculty and students gain exposure to AI and ML concepts.
  • The collaboration aims to bridge the gap between education and industry, preparing students for tech roles.

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Medium

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OpenAI Confirms ChatGPT Live Stream Event — The AI Community Is Excited!

  • OpenAI has confirmed a live stream event that has generated excitement in the AI community.
  • Rumors of a ChatGPT-powered search engine or open-source language model have been dispelled.
  • The event will showcase new work that OpenAI believes people will love.
  • The AI community eagerly awaits the live demo and new releases from the event.

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Medium

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Is Phind better than Google??

  • Phind is an AI-powered answer engine specifically designed for developers.
  • It offers detailed answers, explanations, and code examples directly in response to user queries.
  • Phind integrates with codebases, providing highly relevant answers within the development environment.
  • It is versatile and can be used in education, research, technical support, and project management.

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Medium

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The Reality Behind the AMVCAs' Perfect Facade

  • The AMVCAs should have judges from different parts of Africa to represent all types of movies and stories.
  • Clear rules and scoring criteria should be established to avoid biases and ensure fairness.
  • The AMVCAs should showcase movies from lesser-known areas and various genres to make the awards more diverse.
  • Audience participation through voting and feedback should be encouraged to make the awards more inclusive and responsive.

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TechBullion

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How Technology is Influencing Higher Education Research Techniques

  • The introduction of technology has significantly impacted the higher education scene, expanding the areas of study and improving research effectiveness.
  • Artificial intelligence (AI) tools like machine learning and big data analytics have revolutionized research methods, enabling faster and more precise analysis.
  • Technology has democratized information access, promoting collaboration and diversity in the academic community.
  • Virtual reality (VR) and simulation technologies offer new study approaches, allowing researchers to visualize complex subjects and conduct experiments in controlled environments.

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Medium

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New AI-Driven Approach to Effortlessly Earn $1000 Per Day

  • Learn how to make $30,000 a month using a little-known strategy on YouTube. A faceless YouTube channel with no videos can pull in millions of views. Research a channel that pulls over 47 million views in the past 30 days. They are using other people’s content, and they make top ten and twenty videos. A channel like this can make $235,000 every month. Use ChatGPT to come up with a name that explains top 10 of something. Use YouTube keyword extension VidIQ to get the best and most searched for top 10 things. Go back to ChatGPT to tell it to follow a script formula for any new video. Create a video using InVideo to clone your own voice over, customize your channel, and use Penji to create amazing thumbnails. Monetize using sponsorships, selling products, and affiliate marketing.
  • A Gmail account and a YouTube channel is required to get started. Google Chrome extensions Transcript and Summary, VidIQ, and InVideo are required to create a faceless YouTube channel with no videos. Penji is recommended for designing high-quality thumbnails.
  • Once you’ve set up everything, research top ten and twenty videos for content ideas. Use ChatGPT to create new video scripts with the same formula for proven ones. Use InVideo to clone your own voice over and export videos to your computer.
  • Customize your YouTube channel using Penji for thumbnail designs and set up your channel description using searched for keywords. Use VidIQ to get the best and most searched for top 10 things on YouTube.
  • Monetize by selling products, affiliate marketing, and sponsorships. Don’t rely solely on ad revenue.
  • With a little-known strategy, using ChatGPT, VidIQ, InVideo, and Penji, you can effortlessly earn $1000 per day from a faceless YouTube channel. Remember, the only thing holding you back is your mindset.

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Medium

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Revolutionizing Self-Care: How AI Enhances My Wellness Routine

  • The significant advantage of using AI in wellness routines is its personalised plan. It suggests exercises and meal recommendations based on individual goals, dietary preferences, and nutritional needs.
  • AI-powered health apps offer constant support and motivation through coaching and real-time feedback to help users get back on track if they fall behind their goals.
  • AI also helps set realistic and manageable goals, offering regular insights into progression, habit reminders, and keeping users motivated and focused.
  • AI makes wellness more affordable, contributing to its democratization so that users can access expert guidance and support at low costs.
  • AI offers the convenience that’s hard to match in other ways. Users can check in with their wellness plan at any time and from anywhere, whether at home, commuting or travelling.
  • Users can develop a relationship with their AI assistant, which constantly adapts responses and offers support. It understands their needs and preferences, leading to more personalised advice and recommendations.
  • AI helps people with mental health issues find effortless and accessible ways to manage stress as well asfinding support for their mental well-being, when traditional therapy is not an option.
  • AI is also capable of providing flexible recovery, accommodating schedules and personal preferences.
  • AI health tools are revolutionary in fashioning lifestyle that works best for a person within a budget towards their health goals, making it easier and more effective than ever before.
  • Overall, the use of AI health tools in my wellness routine has been transformative, and everyone should consider implementing them to benefit from a more personalised and cost-effective plan of care.

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Medium

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Can KAN(Kolmogorov-Arnold Networks) replace MLPs?

  • Choosing the right neural network architecture is crucial in machine learning.
  • MLPs (Multi-Layer Perceptrons) have been widely used for their simplicity and adaptability.
  • KAN (Kolmogorov-Arnold Networks) introduce new features, but MLPs remain unmatched in terms of flexibility.
  • While KAN networks offer the potential for updating intermediate activation layers, they can be rewritten as MLPs with a similar parameter count.

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Medium

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Artificial Intelligence and Cybersecurity

  • Artificial intelligence (AI) is revolutionizing the field of cybersecurity by enhancing threat detection, response capabilities, and overall defense mechanisms.
  • AI algorithms can analyze vast amounts of data in real time, identifying patterns and anomalies that may indicate cyber threats.
  • AI-driven cybersecurity tools automate routine security tasks, allowing human analysts to focus on more complex issues.
  • However, ensuring the security and integrity of AI systems themselves is crucial to guard against adversarial attacks.

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Medium

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Workaround of AI Facial Recognition Bans and the Pitfalls of Defective AI Products in Law…

  • Police departments in cities with facial recognition bans are collaborating with neighboring areas to share suspect images for identification, bypassing local restrictions.
  • Clearview AI, an AI technology used by police, has faced criticism for scraping billions of images and providing inaccurate facial recognition results, leading to potential misidentifications.
  • The use of COMPAS, an AI software for assessing the risk of reoffending in legal sentencing, lacks transparency and raises concerns about fairness and accountability.
  • The deployment of AI in law enforcement raises ethical and privacy implications, including bias in facial recognition, non-consensual data collection, and surveillance without adequate oversight.

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Medium

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The Boundaries of Artificial Intelligence.

  • AI systems are trained on vast amounts of data and can process information at an unprecedented scale.
  • However, AI is limited by its programming and data, and lacks the capacity for novel thought and innovation.
  • Rather than replacing human intelligence, we should focus on augmenting it with AI's capabilities.
  • Collaborating with AI systems can enhance productivity, creativity, and decision-making, driving innovation.

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