This book discusses Artificial Neural Networks (ANN) and their ability to predict outcomes using deep and shallow learning principles. The author first describes ANN implementation, consisting of at least three layers that must be established together with cells, one of which is input, the other is output, and the third is a hidden (intermediate) layer. For this, the author states, it is necessary to develop an architecture that will not model mathematical rules but only the action and response variables that control the event and the reactions that may occur within it. The book explains the reasons and necessity of each ANN model, considering the similarity to the previous methods and the philosophical - logical rules.

Dr Wayne Somerville's Shallow Thought, Deep Mind gives you the knowledge and skills to succeed, thrive and make the world better. With stories, thought experiments and practical advice, Dr Somerville leads you from shallow thinking to the power of the deep mind. The human spirit is strong. There is nothing fundamentally wrong with the human mind. But in this post-truth age, the ancient, simple ways of thinking and behaving that got us here threaten to take us out. Our thoughts and actions will determine what follows for us and the generations to come. We have been the problem. It is time to become the solution. Shallow Thought, Deep Mind is for everyone who takes on life's challenges and dreams of a brighter tomorrow. Drawing on his experiences as a clinical psychologist, horseman, bush regenerator and environmental activist, Dr Somerville guides you to discover who you really are and what you can achieve. Part 1 looks at shallow thought - what it is and how it can create trouble - and what it takes to find solutions to big problems. The book examines three challenges from the author's life: to find gentle therapies for psychological trauma, to develop a treatment for forest dieback and to protect rural communities from invasive gas field industrialisation. All these problems could only be solved by going beyond shallow thinking to the deep mind. Part 2 discusses the Key Mental Processes that determine all we know and do. Why 'key'? Because understanding and knowing how to use these capacities unlocks the power of the creative deep mind. Our conscious attention is limited: much goes on that we are not aware of. Dr Somerville takes us behind the scenes to show how we can use memory and imagination to learn from the past and to create the future, free ourselves from limiting beliefs, foster attitudes that generate success, break harmful word spells, employ powerful language to motivate ourselves and others, use our negative emotions positively, and tap into the subtle, but profound wisdom of our intuition and dreams.

Rose Petals Rose petals envy your silky soft lips, They taste just like wine, Though far sweeter to kiss. And all the worlds lilies Would long for your skin, Yet not one flower created Could match your beauty within

For Paul Ferrini, there was a time when the very thought of Jesus left him cold. Instead of embodying the truth of Jesus' teaching, Christianity seemed to harbor the fearful thoughts and actions of people who were more committed to self-interest than to unconditional love. So when Ferrini felt Jesus' voice inside him saying, "I want you to acknowledge me," he resisted. In time, however, he came to realize that it was not Jesus he was rejecting but the untruths that had become attached to Christian teaching. Responding to the inner voice did not mean merely acknowledging Jesus as some great teacher who lived in the past, but also meant that he was opening himself up to a living presence within his own awareness. Once Ferrini reached this reconciliation, powerful words of spiritual truth began to flow through him. Reflections of the Christ Mind presents the most important teachings the author has received through his spiritual awakening. Here at last is a gospel devoted solely to Jesus' teachings of love, healing, and forgiveness. The teacher readers meet in these pages is both compassionate and open-minded-he is the Jesus Christians know in their hearts. Repudiating religious hypocrisy, intolerance, and spiritual pride, Ferrini rejects the dogmatic position of the Church, offering instead words of hope and healing that form the new gospel for today.

Social Ecology and Education addresses "ecological understanding" as a transformative educational issue: a learning response to emerging insights into social-ecological relationships and the future of life on our planet. In the face of the existential threats posed by climate change, loss of biodiversity, pandemids and the associated ecological and social challenges; there is a need to extend our responses beyond scientific inquiry and technological initiatives. This book seeks to move the dialogue towards a deeper and broader understanding of the complexities of the issues involved. To achieve this, the book discusses issues rarely addressed through programs in "Education for Sustainability" and "Environmental Education," such as student defined knowledge systems, deep engagement with the implications of indigenous understandings, climate change as symptomatic of broad epistemological problems, social disengagement and differentiated barriers to meaningful change. This work is enriched by its focus on the learning and the learning systems that have led to our current predicament. This book seeks to initiate considerations of this kind, to invigorate education for sustainable, equitable, healthy and meaningful futures. As such, this book will be of great interest to undergraduate and postgraduate students in a range of education and environmental courses.