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"A Brief Introduction to Bittensor - AI and Blockchain: The Next Big Thing?" is a glimpse into a future where AI and blockchain are not just parallel forces but intertwined agents of change. Whether you're a tech enthusiast, a developer, an investor, or simply curious about the future of technology, this book will leave you enlightened, excited, and eager to be part of this new era.Prepare to be part of a conversation that will shape the technology narrative for years to come. Welcome to the future - it's just beginning. Murat Durmus
Essential Python libraries and frameworks that every aspiring data scientist, ML engineer, and Python developer should know. "Python is not just a language, it's a community where developers can learn, collaborate and create wonders." Guido van Rossum (Creator of Python) The following libraries and frameworks are covered in this book: A BRIEF HISTORY OF PYTHON PROGRAMMING LANGUAGE DATA SCIENCEPANDASNUMPYSEABORNSCIPYMATPLOTLIBMACHINE LEARNINGSCIKIT-LEARNPYTORCHTENSORFLOWXGBOOSTLIGHTGBMKERASPYCARETMLOPSMLFLOWKUBEFLOWZENMLEXPLAINABLE AISHAPLIMEINTERPRETMLTEXT PROCESSINGSPACYNLTKTEXTBLOBCORENLPGENSIMREGEXIMAGE PROCESSINGOPENCVSCIKIT-IMAGEPILLOWMAHOTASSIMPLEITKWEB FRAMEWORKFLASKFASTAPIDJANGODASHPYRAMIDWEB SCRAPINGBEAUTIFULSOUPSCRAPYSELENIUMA PRIMER TO THE 42 MOST COMMONLY USED MACHINE LEARNING ALGORITHMS (WITH CODE SAMPLES)MINDFUL AIINSIDE ALAN TURING: QUOTES & CONTEMPLATIONS
The right book for the right time! "We are in the midst of a transition period. The more advanced Artificial Intelligence becomes, the more uncertainty spreads. We must reposition ourselves and change our mindset if we don't want to perish." (MINDFUL AI) Mindful AI refers to designing and building artificial intelligence (AI) systems with awareness and consideration of their ethical, moral, and societal implications. Mindful AI involves taking a holistic approach to AI that incorporates considerations of fairness, transparency, accountability, and respect for human rights. This can include examining AI systems' potential biases and unintended consequences and ensuring that they are designed and used responsibly and ethically. By approaching AI with mindfulness, developers and organizations can help build trust in the technology while ensuring that it is used in ways aligned with society's values and interests. About the Author: Murat Durmus is CEO and founder of AISOMA (a Frankfurt am Main (Germany) based company specializing in AI-based technology development and consulting) and Author of the book "Mindful A- Reflections on Artificial IntelligenceI" and "INSIDE ALAN TURING." *** The field of AI is highly interdisciplinary & evolutionary. The more AI penetrates our life and environment, the more comprehensive the points we have to consider and adapt. Technological developments are far ahead of ethical & philosophical interpretations; this fact is disturbing.We need to close this gap as soon as possible. *** Content PREFACE - x THOUGHT & QUOTES - 1ARTIFICIAL INTELLIGENCE - 1AI ETHICS - 17EXPLAINABLE AI (XAI) - 37PHILOSOPHY - 43DATA & BUSINESS - 47EDUCATION & FUTURE OF WORK - 53SOCIETY & HUMANITY - 61MIX - 67A BRIEF HISTORY OF ARTIFICIAL INTELLIGENCE - 73THREE ESSAYS FOR THE FUNDAMENTAL UNDERSTANDING OF AI - 83Artificial Intelligence: An attempt to define and distinguish - 835 Variations of Artificial Intelligence - 88Duplication versus Simulation - 95ARTICLES - 101Why we need to Regulate the use of AI Technologies - 101Do Companies need a Chief AI-Ethics Officer? - 104Employment and Skills in the Age of AI - 109The Criminal Potential of Artificial Intelligence - 114How does machine learning work? - 131Can AI have a consciousness? - 133What is Singularity? - 1355 Algorithms that Changed the World - 137EPILOG - 141 SOME SIGNIFICANT ACHIEVEMENTS IN THE FIELD OF AI SINCE 2010. - 147APPENDIX: GLOSSARY - 177Artificial intelligence - 177Artificial General Intelligence (Strong AI) - 178Weak artificial intelligence (weak AI) - 178The ethics of artificial intelligence - 179The European ethics guidelines for trustworthy AI - 179Algorithmic bias - 182Machine Learning - 183Deep Learning - 184Supervised learning - 184Unsupervised learning - 185Semi-supervised learning - 185Reinforcement learning- 186Superintelligence - 186Technological Singularity - 187The Philosophy of Artificial Intelligence - 187AI Control Problem - 189The Turing Test - 190
"All models are wrong, but some are useful." George E. P. Box Taxonomy of 40 Machine Learning Algorithms: - ADABOOST- ADAM OPTIMIZATION- AGGLOMERATIVE CLUSTERING- ARMA/ARIMA MODEL- BERT- CONVOLUTIONAL NEURAL NETWORK- DBSCAN- DECISION TREE- DEEP Q-LEARNING- EFFICIENTNET- FACTOR ANALYSIS OF CORRESPONDENCES- GAN- GMM- GPT-3- GRADIENT BOOSTING MACHINE- GRADIENT DESCENT- GRAPH NEURAL NETWORKS- HIERARCHICAL CLUSTERING- HIDDEN MARKOV MODEL (HMM)- INDEPENDENT COMPONENT ANALYSIS- ISOLATION FOREST- K-MEANS- K-NEAREST NEIGHBOUR- LINEAR REGRESSION- LOGISTIC REGRESSION- LSTM- MEAN SHIFT- MOBILENET- MONTE CARLO ALGORITHM- MULTIMODAL PARALLEL NETWORK- NAIVE BAYES CLASSIFIERS- PROXIMAL POLICY OPTIMIZATION- PRINCIPAL COMPONENT ANALYSIS- Q-LEARNING- RANDOM FORESTS- RECURRENT NEURAL NETWORK- RESNET- SPATIAL TEMPORAL GRAPH CONVOLUTIONAL NETWORKS- STOCHASTIC GRADIENT DESCENT- SUPPORT VECTOR MACHINE
In a world where artificial intelligence is rapidly advancing, it's easy to focus on the technology and its capabilities. But there's so much more to AI than just machines and algorithms. This book, "AI is Much More Than Technology," explores the philosophical and ethical implications of AI and its impact on society and our humanity. Through a collection of thought-provoking quotes, essays, and articles, you'll be challenged to think deeply about the role of AI in our lives and what it means for the future of humanity. "Artificial Intelligence is not a new wave of technology.It is much more like a Tsunami that threatens to flood us if we are not mindful." ~ (Murat Durmus)
The beauty of Kahlil Gibran's thoughts is that they are not filled with any dogmas. They are accessible to everyone, no matter what faith community one belongs to.I hope this little booklet with a selection of some of his most beautiful and inspiring quotes and poems will touch you as much as it has touched me."God judges a tree by its fruits and not by its roots."~ Paulo Coelho
You will find 169 cognitive biases in this book. Some of them are already well researched, and we have only vague ideas for some. Nevertheless, this book should give you a comprehensive overview and introduction to cognitive biases. I have provided the QR-Codes to the respective biases for those who need more detailed information. In addition, I have added a chapter on "Algorithmic Biases" because the more artificial intelligence systems are used in decision-making, the more significant the topic of algorithmic biases becomes."Let's learn more about our human biases to make less biased conclusions in the future.A world with less bias is a better world."~ Murat Durmus
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