{"product_id":"synthetic-data-and-generative-ai-anand-vemula-9798327541368","title":"Synthetic Data and Generative AI: A Developer's Handbook","description":"\u003cp\u003eIn the ever-evolving world of Artificial Intelligence (AI), data is king. But real-world data often comes with limitations: scarcity, privacy concerns, and inherent biases. This is where synthetic data steps in.\u003c\/p\u003e\u003cp\u003e\u003cb\u003eSynthetic Data and Generative AI: A Developer's Handbook\u003c\/b\u003e empowers you to harness the power of synthetic data creation using generative AI models. This comprehensive guide equips you with the knowledge and tools to develop and leverage synthetic data for your AI projects.\u003c\/p\u003e\u003cp\u003e\u003cb\u003ePart 1: Introduction\u003c\/b\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eGrasp the challenges of real-world data and discover how synthetic data addresses them.\u003c\/li\u003e\n\u003cli\u003eUnderstand the fundamental concepts of generative AI and its role in creating realistic synthetic data.\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003cb\u003ePart 2: Unveiling the Power of Synthetic Data\u003c\/b\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eExplore the numerous benefits of synthetic data, including overcoming data scarcity, mitigating bias, and ensuring data privacy.\u003c\/li\u003e\n\u003cli\u003eWitness the vast potential of synthetic data across various industries, from self-driving cars and healthcare to finance and risk management.\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003cb\u003ePart 3: Generative AI Techniques Demystified\u003c\/b\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eDive deep into the two pillars of generative AI: Generative Adversarial Networks (GANs) and Variational Autoencoders (VAEs).\u003c\/li\u003e\n\u003cli\u003eLearn how these models work, their strengths and weaknesses, and how to choose the right technique for your specific needs.\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003cb\u003ePart 4: Building and Training Generative Models for Developers\u003c\/b\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eGain practical knowledge on pre-processing data and selecting appropriate generative models for your project.\u003c\/li\u003e\n\u003cli\u003eFollow step-by-step tutorials (with code examples linked to online resources) to train your own generative models and generate synthetic data tailored to your requirements.\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003cb\u003ePart 5: The Future Landscape\u003c\/b\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eExplore cutting-edge advancements in Explainable AI (XAI) for synthetic data generation, ensuring transparency and trust in your models.\u003c\/li\u003e\n\u003cli\u003eLearn how to integrate synthetic data generation into your machine learning pipelines for a seamless and efficient AI development workflow.\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003cb\u003ePart 6: Responsible Development and Conclusion\u003c\/b\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eUncover the ethical considerations surrounding synthetic data, including potential biases and the importance of fairness.\u003c\/li\u003e\n\u003cli\u003eGain insights into best practices for developing trustworthy and responsible AI systems using synthetic data.\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003cb\u003eSynthetic Data and Generative AI: A Developer's Handbook\u003c\/b\u003e is your one-stop guide to mastering this transformative technology. With its clear explanations, practical tutorials, and exploration of future trends, this book empowers you to unlock the full potential of AI in your projects.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Anand Vemula\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9798327541368\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Independently Published\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 06\/04\/2024\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 74\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.24lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.00h x 6.00w x 0.15d","brand":"Anand Vemula","offers":[{"title":"Paperback","offer_id":46962294751487,"sku":"9798327541368","price":20.48,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_3f844ab8-9ee1-48c2-8f1d-c8791d84b49c.jpg?v=1750649919","url":"https:\/\/www.whiterainbookhouse.com\/products\/synthetic-data-and-generative-ai-anand-vemula-9798327541368","provider":"WR Book House","version":"1.0","type":"link"}