Python & AI for Dummies - John C. Shovic

Descriere

nUnlock the combined power of Python and AI to supercharge your next technical project and your career n nPython & AI For Dummies explores the exciting combo of two revolutionary technologies that are reshaping how we work, code, and solve problems. Authors John C. Shovic and Mary Everett draw on their extensive work in computer science, precision agriculture, and artificial intelligence to walk you through the intersection of Python programming and AI applications. No matter your professional background, learn how to use Python's versatility to unlock AI's transformative power. n nThis guide offers hands-on approaches to implementing AI with Python. It moves from foundational concepts to advanced applications, covering essential Python libraries: TensorFlow, PyTorch, OpenCV, and scikit-learn. It also explores essential AI concepts, like neural networks, machine learning models, and natural language processing. n nPython & AI For Dummies is packed with hands-on projects and real-world examples, that explain how to build machine vision systems, create language models, implement reinforcement learning, and develop AI agents. Broken down into manageable, jargon-free lessons, explore topics from theoretical programming fundamentals to cutting-edge AI applications. n nInside the book: n n- Grasp fundamental AI concepts including machine learning, neural networks, and deep learning architectures n- Explore eight essential Python libraries designed specifically for AI development and data manipulation n- Build practical projects, including machine vision systems, large language models, and AI agents n- Learn proven techniques for data preprocessing, model training, and avoiding common pitfalls like overfitting n- Gain insights into emerging technologies including generative AI, transformers, and the Model Context Protocol nA can't-miss resource for programmers interested in expanding their AI skillset, professionals in finance or marketing who want to develop new capabilities, and small business owners ready to streamline their operations, Python & AI For Dummies offers step-by-step guidance, troubleshooting tips, and real-world applications in industries from manufacturing to agriculture.n