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Roadmap to become an AI engineer

AI is changing the world in many ways, such as: Improving decision making by analyzing large amounts of data and providing insights and predictions.   Enhancing customer service by using chatbots and voice assistants that can interact with human users and provide information, advice, and support.   Innovating new designs and products by using generative algorithms that can create novel shapes and configurations for various applications.   Automating tasks and processes that are repetitive, tedious, or dangerous, such as manufacturing, agriculture, transportation, and healthcare.   Empowering creativity and entertainment by using AI to generate music, art, stories, games, and other forms of media. However, AI also poses some challenges and risks, such as: Introducing bias and discrimination by replicating or amplifying human prejudices and stereotypes in data or algorithms.   Threatening privacy and security by collecting and processing personal or sensitive information without consent