Deep Learning Quotes

“Simulating the behavior of 100 billion neurons of human brain is not feasible by classical computer but quantum machine learning promises to fulfill that requirement.”
― Amit Ray, Quantum Computing Algorithms for Artificial Intelligence

“Quantum machine learning promises to discover the optimal network topologies and hyperparameters automatically without human intervention.”
― Amit Ray, Quantum Computing Algorithms for Artificial Intelligence

“The beauty of quantum machine learning is that we do not need to depend on an algorithm like gradient descent or convex objective function. The objective function can be nonconvex or something else.”
― Amit Ray, Quantum Computing Algorithms for Artificial Intelligence

“Artificial intelligence is defined as a machine's ability to automatically learn, adapt, and solve complex problems with increasing precision and performance that benefit society.”
― Sri Amit Ray, Ethical AI Systems: Frameworks, Principles, and Advanced Practices

“Incorporating general intelligence, bodily intelligence, emotional intelligence, spiritual intelligence, political intelligence and social intelligence in AI systems are part of the future deep learning research. ”
― Amit Ray, Compassionate Artificial Intelligence

“One of the key roles of an ethical AI system is to protect humanity from air pollution and ensure pure and healthy air for the next generation to breathe.”
― Sri Amit Ray, Ethical AI Systems: Frameworks, Principles, and Advanced Practices

“These days, elementary school students learn English and coding at school. Tomorrow's elementary school students will learn AI. AI comes before English and coding. This is because artificial intelligence is the language and tool of the future.”
― Enamul Haque, The Ultimate Modern Guide to Artificial Intelligence: Including Machine Learning, Deep Learning, IoT, Data Science, Robotics, The Future of Jobs, Required Upskilling and Intelligent Industries

“If we think of the relationship between software and hardware, Artificial Intelligence mainly flows from software to hardware, just as the human mind controls the body. The recognition processed by Machine Learning directs hardware and other software. On the contrary, in the Internet of Things, processing from hardware to software is the main process, and the huge amount of big data collected by sensors is analysed by software.”
― Enamul Haque, The Ultimate Modern Guide to Artificial Intelligence: Including Machine Learning, Deep Learning, IoT, Data Science, Robotics, The Future of Jobs, Required Upskilling and Intelligent Industries

“Uncrumpling paper balls is what machine learning is about: finding neat representations for complex, highly folded data manifolds.”
― François Chollet, Deep Learning with Python

“The ethical integration of artificial intelligence with human values and emotions will form the foundation of future artificial intelligence.”
― Amit Ray, Compassionate Artificial Intelligence

“For years, coders have been programming computers so that they perform repetitive tasks for us. Now they automate our repetitive thoughts.”
― Clive Thompson, Coders: The Making of a New Tribe and the Remaking of the World

“Artificial intelligence refers to a machine's ability to learn, adapt, and solve complex problems automatically that benefit society.”
― Amit Ray, Compassionate Artificial Intelligence

“Human-level AI is defined by systems that are continuously improving and can not only do complex automatic tasks but also deal with complex life situations like caring, nourishing, inspiring, guiding, motivating, negotiating, keeping good relationships, and controlling diseases at a level similar to that of humans.”
― Amit Ray, Compassionate Artificial Intelligence

“The algorithms of superintelligence will change the world in a positive way but trouncing human being will not be possible due to emotions, empathy, social interactions, reproduction, and mortality which are the qualities that belong to humans only.”
― Enamul Haque

“Digital disruption and the impact of coronavirus will bring the 2030 technological advancement earlier than predicted”
― Enamul Haque, The Ultimate Modern Guide to Artificial Intelligence

“As technology advances, surly the older generation will feel that they have too much to handle. Young people growing up today, on the other hand, will experience IoT as something natural. The Internet of Things will help us, humans, to a great extent, not least environmentally but also to ensure safety.”
― Enamul Haque, The Ultimate Modern Guide to Artificial Intelligence: Including Machine Learning, Deep Learning, IoT, Data Science, Robotics, The Future of Jobs, Required Upskilling and Intelligent Industries

“In emerging technologies, security is the biggest threat, and common standards for communication and safety are improving, which means that risks will be minimised. We can only hope that man with this technology can actually stop the destruction of our planet, make the population healthier, and create a better future for all of us.”
― Enamul Haque, The Ultimate Modern Guide to Artificial Intelligence: Including Machine Learning, Deep Learning, IoT, Data Science, Robotics, The Future of Jobs, Required Upskilling and Intelligent Industries

“What does AI have to do with me? Isn't it a distant future that has nothing to do with me, not a scientist, a technician, or a computer programmer? Well, Artificial intelligence is not a story of someone who has nothing to do with it, but the fact is, it is now everyone's story.”
― Enamul Haque, The Ultimate Modern Guide to Artificial Intelligence: Including Machine Learning, Deep Learning, IoT, Data Science, Robotics, The Future of Jobs, Required Upskilling and Intelligent Industries

“AI is deeply infiltrating everyone's life.”
― Enamul Haque, The Ultimate Modern Guide to Artificial Intelligence: Including Machine Learning, Deep Learning, IoT, Data Science, Robotics, The Future of Jobs, Required Upskilling and Intelligent Industries

“The question is no longer whether we use technology or not; it's about working together in a better way. Surrounding technologies like Siri, Alexa, or Cortana are seamlessly integrated into our interactions. We walk into the room, turn on the lights, play songs, change the room temperature, keep track of shopping lists, book a ride at the airport, or remind you to take the right medication on time.”
― Enamul Haque, The Ultimate Modern Guide to Artificial Intelligence: Including Machine Learning, Deep Learning, IoT, Data Science, Robotics, The Future of Jobs, Required Upskilling and Intelligent Industries

“Our current approach to #AI is no more than finding answers to questions we know to ask. We've not yet found an approach that leads us to #AGI where a machine is answering questions we haven't dreamed of yet." - Tom Golway”
― Tom Golway

“For emotional recognition, there is growing interest in our compassionate artificial intelligence lab about using different intrinsic functional connectivity between the machine learning modules. The objective is to capture both the self-emotional traits and the others-emotional traits.”
― Amit Ray, Compassionate Artificial Intelligence

“Emotion recognition is the core component of modern Artificial Intelligence. The objective is to capture both the self-emotional traits and the others-emotional traits.”
― Amit Ray, Compassionate Artificial Superintelligence AI 5.0

“What people call #AI is no more than finding answers to questions we know to ask. Real #AI is answering questions we haven't dreamed of yet.”
― Tom Golway, Hybrid IT and Intelligent Edge Solutions

“The underlying architectures adopted by IBM Watson and AlphaGo have shown super-humans strengths and sub-humans limitations.”
― Antonio Lieto, Cognitive Design for Artificial Minds

“AI cannot capitalize on the expertise of millions of people. Everyday there are small things that we experience which have contextual significance and contribute to how we think and create. This includes how we feel, our mood, and others that are non-measureable by sensors. I might be "old school" but what is described as AI today is little more than correlation without causation. Remember that the algorithms that drive the automation are developed by data scientists. The systems that run the algorithms are neither artificial nor intelligent, despite being created by highly intelligent people (who are very real).”
― Tom Golway

“Despite the hype, AI isn't a reality. AI is about machines acting spontaneously in the wake of Chaos, we're still at the point where we are trying to control what might be. Nature doesn't work that way. - Tom Golway 2021”
― Tom Golway

“Self-awareness is one of the key modules of compassionate artificial intelligence. Where the intelligent agent focuses attention inward and perceives their own internal states and others' emotions, behaviors, and acumen.”
― Amit Ray, Compassionate Artificial Intelligence

“What is Machine Learning and Deep Learning?

According to Dr.P.S.Jagadeesh Kumar (Dr.PSJ Kumar);

"The Exchange Of Methods And Algorithms Between Human And Machine To Learn and Apply Problem Solving Is Known As Machine Learning (ML)"

"The Exchange Of Methods And Algorithms Between Human And Machine To Deep Learn And Apply Problem Solving Is Known As Deep Learning (DL)”
― P.S. Jagadeesh Kumar

“To inspire trust, the AI models that encapsulate dynamic intelligence, should have a carefully configured ‘best before’ date.”
― Mukesh Borar, The Secrets of AI: a Math-Free Guide to Thinking Machines