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Unveiling Deep Learning: Advanced Techniques and Best Practices for Neural Networks

Neural networks, an artificial intelligence method inspired by the human brain’s architecture, teach computers how to process data and acquire knowledge through experience. This technique finds application in various tasks, including image recognition, voice and facial recognition, natural language processing, recommendation systems, data analysis, phenomena predictions, and more. Training a neural network can be complex

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Articles

Optimizing AI Projects: Strategies to Improve Performance

Use cases of artificial intelligence are exceptionally increasing, and machine learning models are everywhere, in the banking sector, education, health, and our homes. One of the major challenges we face in these projects is enhancing the model, and a key issue is its performance, as deployment makes little sense if the model is not accurate

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AI in the Cloud: How to Leverage Artificial Intelligence Services on Cloud Platforms

Artificial Intelligence is changing the way companies work with data and automation, and one of the most effective ways to implement AI projects is through cloud computing. This enables companies to take advantage of AI advancements without the need to heavily invest in their own infrastructure. According to research by Gartner, global cloud services revenue

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Key Challenges of Machine Learning

Machine Learning is one of the most promising areas of artificial intelligence and has revolutionized the way we handle data and make decisions. However, as with any field of research, there are challenges to be faced, and in this post, we will explore some of them. Insufficient Training Data This is a common problem in

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Privacy and Security in the Age of AI

Artificial intelligence (AI), being a comprehensive application technology, impacts various areas and transforms social interactions, changing the way people relate to both technology and each other, whether through automation, virtual assistants, or data analysis. Ethics, Privacy, and Security in AI That’s why ethics, privacy, and security are fundamental factors for the development and use of

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AI and the Evolution of Work: Future Skills and the Impact on the Workforce

When it comes to artificial intelligence, one of the concerns that arises is about the impact this technology will have on people’s work. Research points to various predictions indicating low or high risk of job replacements. One of the most well-known studies was conducted by Carl Frey and Michael Osbourne in 2013, predicting that nearly

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Artificial Intelligence

Reinforcement learning approaches and their applications

Reinforcement Learning is a type of machine learning that focuses on developing algorithms in which agents interact with an environment and learn to make decisions based on trial and error experiences. The goal is to learn to choose actions that maximize rewards. To make the concept clearer, let’s use Pitfall (an Atari classic). The objective

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Artificial Intelligence

Machine learning: the heart of AI

Have you ever noticed that when you watch something on Netflix it acts like a friend who knows your tastes and always recommends you cool movies? Or when you do a Google search, are the first results almost always what you were looking for? Or even that Siri or Alexa can understand you and help

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Aprendizado Máquina
Artificial Intelligence

What is supervised, unsupervised, and reinforcement machine learning?

Artificial intelligence is an umbrella term that encompasses a wide variety of subfields that share the goal of enabling machines to perform tasks that require the use of human intelligence. One of these subfields is machine learning. Machine learning is the science that allows computers to be programmed so that they can learn from data.

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