"Ava and The Meme Machine" offers young readers an engaging introduction to the world of technology and artificial intelligence. As the story unfolds, it seamlessly weaves in concepts from the AI workflow to create a predictive model. Readers will gain insights into data wrangling, model selection, and the critical importance of ethical considerations in AI development. Beyond the tech focus, the narrative explores themes of friendship, diversity in STEM fields, and the pervasive influence of social media on contemporary society. This book transcends the typical teen adventure story, presenting a narrative centered on curiosity, innovation, and the strength found in diverse perspectives when tackling complex challenges. As Ava and her friends navigate the intricacies of their AI project, they come to realize that the most valuable connections aren't found in lines of code, but in the bonds they form with one another. Blending humor, heart, and easily digestible explanations of technological concepts, this book is ideally suited for young readers with an interest in science, technology, and the dynamics of social media. Embark on an unforgettable journey with "Ava and The Meme Machine" as the friends navigate the fascinating intersection of artificial intelligence and internet culture!