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Unlock the power of AI with Python: Your Journey from Novice to Neural Nets¿"Pythonic AI" is a book that teaches you how to build AI models using Python. It also includes practical projects in different domains so you can see how AI is used in the real world.Besides teaching how to build AI models, the book also teaches how to understand and explore the opportunities that AI presents. It includes several hands-on projects that walk you through successful AI applications, explaining concepts like neural networks, computer vision, natural language processing (NLP), and generative models. Each project in the book also reiterates and reinforces the important aspects of Python scripting. You'll learn Python coding and how it can be used to build cutting-edge AI applications. The author explains each essential line of Python code in detail, taking into account the importance and difficulty of understanding.By the end of the book, you will learn how to develop a portfolio of AI projects that will help you land your dream job in AI.WHAT YOU WILL LEARN¿ Create neural network models using the TensorFlow 2 library.¿ Develop Convolutional Neural Networks (CNNs) for computer vision tasks.¿ Develop Sequence models for Natural Language Processing (NLP) tasks.¿ Create Attention-based and Transformer models.¿ Learn how to create Generative Adversarial Networks (GANs).WHO THIS BOOK IS FORThis book is for everyone who wants to learn how to build AI applications in Python, regardless of their experience level. Whether you're a student, a tech professional, a non-techie, or a technology enthusiast, this book will teach you the fundamentals of Python and AI, and show you how to apply them to real-world problems.
Very old tales relating to Indian mythology are narrated in this book. The popularity of these tales, that have lasted for many centuries, and will never be forgotten, is certainly time-tested! They can be read as racy fantasy fiction with appeal for everyone; or as the most thought-provoking epic stories showing up the universal truths searched for by men over ages. The author has carefully reconstructed the diverse versions of the ancient tales with his research efforts over the last 15 years. He seeks to present what they meant to Indians two or three thousand years ago. They are now clearly and concisely integrated with inspired insight, and presented in an attractive, highly readable style with modern flourishes. These classic stories deal with valour, romance, mystery, magic, duty; by reading them we may find out how much they have shaped our minds about the deepest moral issues over thousands of years, spanning national boundaries. The eternal conflicts between the principled Gods and the opportunistic Demons form the main interest. In this book, they effectively come out of our minds and take shapes and desires of their own! The demon-hero Andhak, is the protagonist in the main story. Born blind and ugly, out of his mother's impulse and father's pain, he is discarded by them for adoption by Hiranyaksh, the demon-king. Andhak is horribly treated by his cousins after his adoptive father's death in battle against the Gods. With great effort he overcomes his limitations, and fights the Gods, seeking vengeance... An excerpt follows: Hiranyaksh, the Asura king, was doing severe penances to propitiate Shiva. Such was his prayer: "O Shiva, greatest of Devas, do hear my prayer and grant me this boon! I have no wish for immortality; I do not wish to be any Deva, eternally bound to principles and ideals. I am happy to be just what I am: an Asura, a demon driven by passion and ego, delighting in opulence and fame and revelries. By Your grace, I already possess vast might, large armies, incredible wealth - so much that we are now about to challenge the Devas. "O Shiva, there is no one higher among us Asuras to pray to, than myself. Only to You, the very greatest Deva, the most principled, indeed the very best among Them, most certainly the most powerful - only to You can I pray, for You are the most superior among all entities. From You I beseech a boon. "Shiva, do cast Your favourable eye upon me. Be kind to me. You know that although I am an Asura I am still accessible to Your grace. Forget the squabbles we have to have with the lesser Devas. Those selfish and uncaring hypocrites, aloof and joyless; those moral snobs, pursuing cold and lonely habits; are a natural affront to our senses of equality and gregarious living. They deserve chastisement from time to time. "O Shiva, we Asuras are nothing without passion. Most passionately, I want a son. My brother Hiranyakshap, he has four strong sons. I don't want any of them to inherit my kingdom. I want my own son to rule the Asuras. Of all the Asuras, he must be the bravest and the strongest - he must dominate all. All must be in fear and awe of him. "Shiva, give me such a son."
This reference work comprehensively covers essential orthopedic trauma implants and their application in both upper and lower limbs. It offers insights into the invention, advantages, and disadvantages of various implants, along with the rationale behind their current designs, biomechanics, and materials. Additionally, the book addresses fracture fixation and general considerations when comparing different subgroups of implants, such as nails versus plates or ORIF versus external fixation.The book is divided into several sections, such as upper and lower limbs, spine, and pelvis. It also includes unique sections dedicated to pediatric implants, implant removal, metallurgy and bone grafts. It is written and edited by experienced surgeons from around the world. This book fills the gap as currently, there are no specific reference books on this topic but only operative manuals and inventory lists of various commercial companies detailing their own products.This highly informative and meticulously presented book serves as both a practical and a theoretical guide for practicing orthopedic surgeons, scientists/researchers, academicians, students as well as orthopedic technicians and nurses.
Agrarian transition, exploitative production relations, bondage in the agriculture and informal sectors, food insecurity, and poverty are among the central concerns that have marked the work of the eminent economist and author Utsa Patnaik. She has sought to seek and define alternative economic models that address these concerns and that are therefore emancipatory in nature. This festschrift attempts to engage with the theoretical frameworks, historical analyses, and developmental questions that her remarkable academic contributions have raised. The volume delves deep into issues such as the agrarian question in contemporary India, the issue of primitive accumulation, displacement and land rights, the crisis of employment generation and women¿s work under present economic regimes, the challenge of environmental sustainability, and environmental constraints to development, left politics, issues of secularism and the social challenges of communalism¿all of which are contradictions faced in the development process today. The editors hope that the volume will be useful to all whose praxis and work are anchored on the motivation to build a better and just world.
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