Cracking The Machine Learning Code Technicality Or Innovation
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Cracking The Machine Learning Code Technicality Or Innovation
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Author : KC Santosh
language : en
Publisher: Springer Nature
Release Date : 2024-05-08
Cracking The Machine Learning Code Technicality Or Innovation written by KC Santosh and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-05-08 with Computers categories.
Employing off-the-shelf machine learning models is not an innovation. The journey through technicalities and innovation in the machine learning field is ongoing, and we hope this book serves as a compass, guiding the readers through the evolving landscape of artificial intelligence. It typically includes model selection, parameter tuning and optimization, use of pre-trained models and transfer learning, right use of limited data, model interpretability and explainability, feature engineering and autoML robustness and security, and computational cost – efficiency and scalability. Innovation in building machine learning models involves a continuous cycle of exploration, experimentation, and improvement, with a focus on pushing the boundaries of what is achievable while considering ethical implications and real-world applicability. The book is aimed at providing a clear guidance that one should not be limited to building pre-trained models to solve problems using the off-the-self basic building blocks. With primarily three different data types: numerical, textual, and image data, we offer practical applications such as predictive analysis for finance and housing, text mining from media/news, and abnormality screening for medical imaging informatics. To facilitate comprehension and reproducibility, authors offer GitHub source code encompassing fundamental components and advanced machine learning tools.
Cracking The Machine Learning Code Technicality Or Innovation
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Author : KC Santosh
language : en
Publisher: Springer
Release Date : 2025-05-10
Cracking The Machine Learning Code Technicality Or Innovation written by KC Santosh and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-05-10 with Computers categories.
Employing off-the-shelf machine learning models is not an innovation. The journey through technicalities and innovation in the machine learning field is ongoing, and we hope this book serves as a compass, guiding the readers through the evolving landscape of artificial intelligence. It typically includes model selection, parameter tuning and optimization, use of pre-trained models and transfer learning, right use of limited data, model interpretability and explainability, feature engineering and autoML robustness and security, and computational cost – efficiency and scalability. Innovation in building machine learning models involves a continuous cycle of exploration, experimentation, and improvement, with a focus on pushing the boundaries of what is achievable while considering ethical implications and real-world applicability. The book is aimed at providing a clear guidance that one should not be limited to building pre-trained models to solve problems using the off-the-self basic building blocks. With primarily three different data types: numerical, textual, and image data, we offer practical applications such as predictive analysis for finance and housing, text mining from media/news, and abnormality screening for medical imaging informatics. To facilitate comprehension and reproducibility, authors offer GitHub source code encompassing fundamental components and advanced machine learning tools.
Cracking The Innovation Code
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Author : Andy Wynn
language : en
Publisher: Routledge
Release Date : 2020-11-01
Cracking The Innovation Code written by Andy Wynn and has been published by Routledge this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-11-01 with Business & Economics categories.
Author Dr Andy Wynn, along with contributions from leaders of some of the biggest companies on the planet (including DuPont, 3M, Johnson Matthey and Imerys), finally reveals the secret of how you can unlock the potential in your business to grow. In the follow up to his book Transforming Technology into Profit, Andy takes you on a journey that explains how the organisation and culture within your business impact your company’s ability to innovate. Using his "Three Tiers of Successful Innovation", Andy reveals how to clearly identify what aspects of your business are holding back growth and how to use that information to transform your business into one that facilitates growth by revitalising the structure and culture of your business to focus employee behaviours on adding profitable new revenue streams. Part sequel and part companion volume to his previous book, Andy finally "cracks the code" on how to unleash your business’ ability to create and successfully commercialise new products. Written in the author’s trademark conversational style, Cracking the Innovation Code offers a refreshingly practical and real-world view, written by someone who has been there and done it, and enhanced by valuable case studies and contributions from numerous senior executives who have made life-long careers out of leading innovation, and with a passion for leading industrial manufacturing businesses.
Cracking The Code
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Author : Leo Musk
language : en
Publisher: Publifye AS
Release Date : 2025-02-13
Cracking The Code written by Leo Musk and has been published by Publifye AS this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-02-13 with Technology & Engineering categories.
""Cracking the Code"" explores the captivating history and modern applications of cryptography, emphasizing its critical role in military history, technology, and national security. From ancient ciphers to complex algorithms, the book reveals how secret codes have influenced geopolitical power, shaped the outcomes of wars, and protected sensitive information for intelligence agencies and military organizations. One intriguing aspect is how the evolution of cryptographic techniques directly correlates with the need for secure communication in various historical conflicts. The book progresses chronologically, first examining the historical development of cryptography across different cultures and empires. It then transitions to the technological advancements, contrasting mechanical encryption devices like the Enigma machine with contemporary computer-based cryptography. Finally, it analyzes the modern usage of cryptography in espionage and cyber warfare. By connecting cryptography with military history, technology studies, and political science, ""Cracking the Code"" offers a broad understanding of its impact on society and international relations, even touching upon the ethical debates surrounding government surveillance and privacy. The book's approach avoids complex mathematical formulas, making it accessible to a wide audience.
Cracking The Machine Learning Interview
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Author : Nitin Suri
language : en
Publisher: Independently Published
Release Date : 2018-12-18
Cracking The Machine Learning Interview written by Nitin Suri and has been published by Independently Published this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-12-18 with categories.
"A breakthrough in machine learning would be worth ten Microsofts." -Bill Gates Despite being one of the hottest disciplines in the Tech industry right now, Artificial Intelligence and Machine Learning remain a little elusive to most.The erratic availability of resources online makes it extremely challenging for us to delve deeper into these fields. Especially when gearing up for job interviews, most of us are at a loss due to the unavailability of a complete and uncondensed source of learning. Cracking the Machine Learning Interview Equips you with 225 of the best Machine Learning problems along with their solutions. Requires only a basic knowledge of fundamental mathematical and statistical concepts. Assists in learning the intricacies underlying Machine Learning concepts and algorithms suited to specific problems. Uniquely provides a manifold understanding of both statistical foundations and applied programming models for solving problems. Discusses key points and concrete tips for approaching real life system design problems and imparts the ability to apply them to your day to day work. This book covers all the major topics within Machine Learning which are frequently asked in the Interviews. These include: Supervised and Unsupervised Learning Classification and Regression Decision Trees Ensembles K-Nearest Neighbors Logistic Regression Support Vector Machines Neural Networks Regularization Clustering Dimensionality Reduction Feature Extraction Feature Engineering Model Evaluation Natural Language Processing Real life system design problems Mathematics and Statistics behind the Machine Learning Algorithms Various distributions and statistical tests This book can be used by students and professionals alike. It has been drafted in a way to benefit both, novices as well as individuals with substantial experience in Machine Learning. Following Cracking The Machine Learning Interview diligently would equip you to face any Machine Learning Interview.
Cracking The Et Code
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Author : Barrett Williams
language : en
Publisher: Barrett Williams
Release Date : 2025-01-13
Cracking The Et Code written by Barrett Williams and has been published by Barrett Williams this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-01-13 with Science categories.
Embark on a mesmerizing journey through the cosmos with "Cracking the ET Code," an enlightening exploration into the mysteries of interstellar communication and the future of our search for extraterrestrial intelligence (SETI). This captivating eBook delves into the heart of the unknown, inviting readers to uncover the intricacies of how we might one day decode messages from beyond our own planet. Start your adventure with a historical dive into SETI, revealing how our quest to communicate with the stars has evolved from primitive methods to cutting-edge technologies. Uncover the pivotal role of artificial intelligence in these efforts, providing a fascinating look at how AI is revolutionizing our ability to interpret cosmic signals — from the early applications in signal processing to the groundbreaking advances of today. Dive into gripping case studies like the enigmatic Wow! Signal and the mysterious Fast Radio Bursts (FRBs) — intriguing snippets of sound that could hold the key to communication beyond Earth. Explore the complexities of decoding cosmic chatter, from identifying genuine signals amidst interstellar noise to developing robust AI tools capable of discerning potential extraterrestrial messages. "Cracking the ET Code" also illuminates the philosophical and ethical considerations at play as we edge closer to understanding communication from other worlds. How might contact with extraterrestrials redefine our concepts of intelligence, consciousness, and even humanity itself? This insightful text speculates on these profound implications while offering a glimpse into the collaborative efforts required to push the boundaries of our scientific capabilities. Finally, engage with the exciting intersections of science fiction and reality, as the book explores how media, popular culture, and public perception shape our understanding and enthusiasm for the search for alien life. With thought-provoking insights and a call to inspire the next generation of citizen scientists, "Cracking the ET Code" is an essential read for anyone intrigued by the mysteries that lie beyond our world and our ever-evolving quest to understand them.
Cracking The Generics Code
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Author : Subba Rao Chaganti
language : en
Publisher: BSP Books
Release Date : 2023-06-01
Cracking The Generics Code written by Subba Rao Chaganti and has been published by BSP Books this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-06-01 with Business & Economics categories.
The empowered patients, new-age technologies such as artificial intelligence (AI), machine learning (ML), big data analytics, real-world data and evidence, blockchain, electronic health records (EHRs), digital therapeutics, cloud computing, and innovative marketing frameworks like design thinking, customer journey mapping, omnichannel, closed-loop marketing, personalization and agile ways of working are transforming the way healthcare is delivered, affecting the pharmaceutical industry. Additionally, big tech companies such as Amazon, Alphabet, Apple, and Microsoft are disrupting by offering non-pharmacological solutions with innovative digital technologies to provide a seamless customer experience in the patient journey. The recent COVID-19 pandemic added rocket fuel to the digital transformation of the pharmaceutical industry, changing the entire model of care and ingraining telemedicine in the healthcare ecosystem. Digital Transformation has become inevitable and imminent. Therefore, pharma must reimagine its entire strategy and embrace digital transformation to succeed in this rapidly changing marketing environment that is becoming increasingly complex. Reimagine Pharma Marketing: Make It Future-Proof introduces all these technology frameworks. Additionally, the book presents one hundred and two case studies showing how some of the leading pharmaceutical companies are applying the new age technologies and marketing frameworks effectively. It can be your single-source guidebook unraveling the future so you can manage it!Contents: 1. Reimagine Everything — Reimagine Every Element of Pharmaceutical Marketing Mix 2. Reimagine the Technology— How Pharma Can Harness the Power of New and Emerging Technologies 3. Reimagine Stakeholder Engagement—Winning with New Rules of Engagement 4. The Future of Pharma—A Look into the Crystal Ball Epilogue You’re Gonna Need a Bigger Boat!
How To Crack Tech Interviews In The Era Of Ai
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Author : DR. SOHIT AGARWAL
language : en
Publisher: SRJX RESEARCH AND INNOVATION LAB LLP
Release Date : 2025-06-05
How To Crack Tech Interviews In The Era Of Ai written by DR. SOHIT AGARWAL and has been published by SRJX RESEARCH AND INNOVATION LAB LLP this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-06-05 with Business & Economics categories.
ROADMAP TO THIS BOOK The structure of this book is carefully crafted to guide you step-by-step through the modern interview journey: Section I: The New Landscape of Tech Hiring This section helps you understand how hiring processes have changed in the age of AI. From how resumes are parsed by ATS bots to how AI tools are used in assessments, it lays the foundation for modern-day interview expectations. Section II: Cracking the Core – Problem Solving & Data Structures This section dives into data structures and algorithms, the bedrock of technical interviews. It includes smart approaches to practicing LeetCode, pattern-based problem solving, and optimizing time/space complexity—plus a reflection on the role of AI in DSA prep. Section III: Systems Design – From Basics to High-Scale Tailored for mid to senior-level candidates and aspiring full-stack engineers, this section walks through real-world design questions. It introduces frameworks for approaching any system design problem and discusses scalability, availability, caching, and AI-powered design tools. Section IV: Behavioral & Communication Rounds Technical skills may open the door, but behavioral excellence secures the offer. Learn how to ace virtual interviews, structure answers using the STAR method, and showcase emotional intelligence and product thinking through storytelling. Section V: AI, Tools, and Smart Preparation This is your competitive edge. Learn how to leverage ChatGPT, GitHub Copilot, and other AI tools for resume building, job tracking, mock interviews, and personalized preparation. It’s where traditional prep meets modern efficiency. Section VI: Mock Interviews & Real-Life Case Studies Nothing prepares like real experience. This section features annotated mock interviews, mistakes to avoid, success stories, and firsthand advice from hiring managers at top tech firms. Section VII: Domain-Specific Breakdowns (Bonus Chapters) Each role is different, and so should your preparation be. This section focuses on ML roles, data science, frontend, DevOps, and internship-specific interview paths. It aligns expectations with preparation strategies. Appendices Includes: A compilation of 500 most important interview questions A powerful Toolkit: Resume Templates, Preparation Tracker, and AI-Powered Planners Each section is modular yet connected. You can read the book front-to-back or jump to the parts most relevant to you. But no matter how you use it, this book promises one thing: by the end, you won’t just be prepared for interviews—you’ll be ready to stand out and succeed.
Scientific And Technical Aerospace Reports
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Author :
language : en
Publisher:
Release Date : 1989
Scientific And Technical Aerospace Reports written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1989 with Aeronautics categories.
Ai Millionaires
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Author : Xavier Ethan Lumen
language : en
Publisher: eBookIt.com
Release Date : 2025-03-24
Ai Millionaires written by Xavier Ethan Lumen and has been published by eBookIt.com this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-03-24 with Business & Economics categories.
Revolutionize Your Wealth with Artificial Intelligence Step into a world where technology meets opportunity and discover how the AI revolution can transform your financial future. In an era dominated by artificial intelligence, countless individuals are tapping into unprecedented revenue streams, and you can be next. "AI Millionaires: How to Get Rich in the Age of Artificial Intelligence" is not just a book; it's your blueprint to thriving in today's digital age. From understanding the AI revolution's historical roots to mastering AI-driven business models, this guide unveils how to harness AI for wealth generation. Explore the intricacies of AI-powered business models and uncover success stories of entrepreneurs who've turned visions into lucrative realities. Learn smart investment strategies, explore AI's potential in finance, and dive into real-estate innovations that can elevate your portfolio. Whether you're an aspiring entrepreneur or a savvy investor, this book caters to all levels of expertise. As technology reshapes global economic landscapes, be inspired to forecast and capitalize on future AI trends. Discover how AI skills can future-proof your career and how passive income streams can be automated with minimal effort. With comprehensive insights into AI's applications in healthcare, education, and beyond, you're equipped to seize opportunities across various industries. Every page is filled with practical advice, case studies, and tools designed to turn your AI dreams into reality. Benefit from the wisdom of AI innovators and learn how to adapt to continuous technological advancements. Join a community of forward-thinking pioneers and delve into this indispensable guide to achieving financial independence through AI innovation. Your journey to becoming the next AI millionaire begins here.