How do I start with AI development for beginners?

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Starting with AI development as a beginner involves several steps. First, build a solid understanding of programming languages, particularly Python, as it's widely used in AI projects. Then, dive into machine learning (ML) basics, including supervised, unsupervised, and reinforcement learning. Websites like Coursera, edX, and Udacity offer courses to help you get started. After learning the fundamentals, practice by working on small projects like creating a simple recommendation system or building a chatbot. Additionally, familiarize yourself with popular AI libraries like TensorFlow, Keras, and PyTorch. By working on real-world problems and collaborating with other AI enthusiasts on forums or GitHub, you can deepen your understanding. Finally, stay updated with the latest AI research and innovations through academic papers, blogs, and online communities. AI development is a continuous learning journey, so persistence is key.