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Developing AI applications and solutions is a complex process that requires careful planning, design, implementation, testing, and deployment. This article provides best practices and tips for developing AI applications and solutions, based on our experience and research. The process begins with defining the problem and goal, followed by selecting the right data and methods, and testing and validating the AI solution before deployment.