MACHINE LEARNING INTERPRETABILITY: EXPLAINING AI MODELS TO HUMANS

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Within the ever-evolving realm of artificial intelligence (AI), the field of Machine Learning Interpretability (MLI) has surfaced as a crucial conduit, serving as a vital link between the intricate nature of sophisticated AI models and the pressing necessity for lucid decision-making procedures in practical scenarios. With the progressive integration of AI systems across various domains, ranging from healthcare to finance, there arises an escalating need for transparency and accountability concerning the operational mechanisms of these intricate models. The pursuit of interpretability in machine learning is of paramount importance in comprehending the enigmatic essence of artificial intelligence. It provides a structured methodology to unravel the intricate mechanisms of algorithms, thereby rendering their outputs intelligible to human stakeholders. The Multimodal Linguistic Interface (MLI) functions as a pivotal conduit, bridging the dichotomous domains of binary machine intelligence and the intricate cognitive faculties of human comprehension. Its primary purpose lies in fostering a mutually beneficial association, wherein the potential of artificial intelligence can be harnessed with efficacy and conscientiousness. The transition from perceiving AI as a "black box" to embracing a more transparent and interpretable framework represents a significant paradigm shift. This shift not only fosters trust in AI technologies but also empowers various stakeholders such as end-users, domain experts, and policymakers. By gaining a deeper understanding of AI model outputs, these stakeholders are equipped to make informed decisions with confidence. In the current epoch characterized by remarkable progress in technology, the importance of Machine Learning Interpretability is underscored as a pivotal element for the conscientious and ethical implementation of AI. This development heralds a novel era wherein artificial intelligence harmoniously interfaces with human intuition and expertise

Об авторе

Dr. Faisal Alghayadh is a distinguished computer science and cyber security expert, currently serving as the Head of the Department of Computer Science and Information Systems at AlMaarefa University in Riyadh, Saudi Arabia since January 2022. He also holds various administrative roles at the university and teaches both undergraduate and diploma courses in Computer Science and Cyber Security. Prior to his current position, Dr. Alghayadh was an Assistant Professor at Gulf Colleges in Saudi Arabia and a Teaching Assistant at both Oakland University and Lewis University in the USA. His educational background includes a Ph.D. in Computer Science and Informatics from Oakland University, a Master of Science in Information Security from Lewis University, and a Bachelor of Science in Operations Research from King Saud University. Dr. Alghayadh has contributed several notable publications in smart home security, machine learning, and cyber security. He is skilled in various programming languages, web technologies, and has an excellent analytical mind. His certifications include Computer Forensics Examiner, Leadership Certificate, and Certified Ethical Hacker. He is also a member of the Association of Computer Machinery (ACM) and IEEE vi Professional Members. His career is marked by a combination of academic excellence, practical expertise, and leadership in computer science and cyber security

Dr. Aadam Quraishi MD., MBA has research and development roles involving some combination of NLP, deep learning, reinforcement learning, computer vision, and predictive modeling. He is actively leading a team of data scientists, ML researchers, and engineers, taking research across the full machine learning life cycle - data access, infrastructure, model R&D, systems design, and deployment

Mr. Sivasubramanian With over five years of experience in Product Management, Mr. Sivasubramanian B emerges as an eminent figure in the realms of E-commerce, Consumer Technology, Customer Experience, and Enterprise Software. His professional journey is characterized by a profound involvement in all facets of product management, ranging from the initial stages of ideation to the final phases of deployment. Mr. Sivasubramanian B is renowned for his ability to precisely align products with the evolving needs of the market and for his agility in adapting to changing market dynamics. Motivated by a robust drive and an intrinsic aptitude for pinpointing and bridging market gaps, Mr. Sivasubramanian B has cultivated an extensive skill set. His expertise encompasses areas such as UI/UX design, marketing, business analysis, operations, and advertising. His approach to problem-solving is deeply rooted in intellectual curiosity, empowering him to effectively address critical questions and unearth distinctive selling propositions for various brands. Mr. Sivasubramanian B's career is distinguished not only by his proficiency in product management but also by his significant contributions to research. With over 7 patents and 11 publications to his name, he has established himself as a thought leader and innovator in his field. This book is a testament to the wealth of knowledge and insights he has accumulated over the years, providing readers with an invaluable perspective on Product Management and beyond

Dr. Rabinarayan Patnaik Currently he is working in the capacity of Associate Professor at Faculty of Management Sciences, IBCS, Siksha ‘O’ Anusandhan (SOA) Deemed to be University, Bhubaneswar, India. He has also taken visiting assignments at various Universities like XIM University, KIIT University, Amity University to name a few. At the same time, he has been on the Board of Studies of different Government and private institutes. Being a Ph.D., Master in Business Studies, B.E. and LL.B. by qualification, he has got more than two decades of professional experience in both industry and academia. He has been on Boards of several corporate houses and start-ups. As a Six Sigma Black Belt, Dr. Patnaik believes in precision and perfection in any task bestowed and assigned to him. He has got many publications in the form of books, research papers, book chapters with the publishers of national and international repute. Mostly as an academician, a management consultant and trainer, he has undertaken several activities on various business processes across industries. He has been actively associated with the Advertising world in the form of a copy and content writer for several decades

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