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" ... In technological terms, this is a period of transition between two epochs: an industrial era characterized by factory labor and class struggle, and a digital era characterized by automation and widespread institutional unravelling. We are moving through a new gate in history. Accelerated by the impact of the COVID-19 pandemic, the United States is now undergoing a political revolution that will likely spread across post-industrial economies around the world. ... "
" ... Nearby, the stars and galaxies we see look very much like our own. But as we look farther away, we ... [+] see the Universe as it was in the distant past: less structured, hotter, younger, and less evolved. Measuring the Universe at different epochs helps us understand all the different forms of matter and energy present within it, including normal matter, dark matter, neutrinos, photons, black holes, and gravitational waves. ... "
" ... Once an organization has prepared its dataset, a key next step is to establish the specifications of the machine learning model into which the data will be fed. This includes decisions such as which class of algorithm to use and which model parameters to set in order to optimize outcomes like accuracy and training time. To give a concrete example, for a deep learning model, such specifications would include how many layers the neural network will have and how many “training epochs” the model will run before stopping. ... "
" ... Several prodigious manufacturing concerns that thrive in Africa today trace their roots to these two epochs of nascent industrialization. Other players emerged more recently, in the wake of declining emphasis on legacy colonial economic links seeking to satisfy the growing demand of sharply expanding populations and periodic advancements in incomes. As the continent embarks on the AfCFTA journey, hopeful that the newly liberalized intra-African borders will create the robust market necessary to support the scale sufficient to nurture thriving industry, a survey of a sample of successful African manufacturers may offer insights on what may drive the success of Africa’s most recent attempt at industrialization. ... "
" ... We are living through a period of transition between two epochs: an industrial era characterized by predictable factory labor and a new digital era characterized by widespread institutional unravelling. This unravelling builds on structural changes rooted in (1) technological transformation (AI), (2) geopolitical restructuring (the rise of China), and (3) environmental crisis (climate change). ... "