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More than half of the analytics and machine learning (ML) models created by organizations today never make it into production. Some of the challenges and barriers to operationalization are technical, but others are organizational. Either way, the bottom line is that models not in production can't provide business impact. This book introduces the key concepts of MLOps to help data scientists and application engineers not only operationalize ML models to drive real business change but also maintain and improve those models over time. Through lessons based on numerous MLOps applications around the world, nine experts in machine learning provide insights into the five steps of the model life cycle--Build, Preproduction, Deployment, Monitoring, and Governance--uncovering how robust MLOps processes can be infused throughout. This book helps you: Fulfill data science value by reducing friction throughout ML pipelines and workflows Refine ML models through retraining, periodic tuning, and complete remodeling to ensure long-term accuracy Design the MLOps life cycle to minimize organizational risks with models that are unbiased, fair, and explainable Operationalize ML models for pipeline deployment and for external business systems that are more complex and less standardized

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Marsilio Ficino (1433-99) directed the Platonic Academy in Florence, and it was the work of this Academy that gave the Renaissance in the 15th century its impulse and direction. During his childhood Ficino was selected by Cosimo de' Medici for an education in the humanities. Later Cosimo directed him to learn Greek and then to translate all the works of Plato into Latin. This enormous task he completed in about five years. He then wrote two important books, "The Platonic Theology" and "The Christian Religion", showing how the Christian religion and Platonic philosophy were proclaiming the same message. The extraordinary influence the Platonic Academy came to exercise over the age arose from the fact that its leading spirits were already seeking fresh inspiration from the ideals of the civilizations of Greece and Rome and especially from the literary and philosophical sources of those ideals. Florence was the cultural and artistic centre of Europe at the time and leading men in so many fields were drawn to the Academy: Lorenzo de'Medici (Florence's ruler), Alberti (the architect) and Poliziano (the poet). Moreover Ficino bound together an enormous circle of correspondents throughout Europe, from the Pope in Rome to John Colet in London, from Reuchlin in Germany to de Ganay in France. Published during his lifetime, "The Letters" have not previously been translated into English. The sixth volume is set against the backdrop of war between the Italian states in the period 1481-84. The disruption and suffering caused by these wars is reflected in some of the letters, which contain some of Ficino's finest writing.

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Marsilio Ficino (1433-99) directed the Platonic Academy in Florence, and it was the work of this Academy that gave the Renaissance in the 15th century its impulse and direction. During his childhood Ficino was selected by Cosimo de' Medici for an education in the humanities. Later Cosimo directed him to learn Greek and then to translate all the works of Plato into Latin. This enormous task he completed in about five years. He then wrote two important books, "The Platonic Theology" and "The Christian Religion", showing how the Christian religion and Platonic philosophy were proclaiming the same message. The extraordinary influence the Platonic Academy came to exercise over the age arose from the fact that its leading spirits were already seeking fresh inspiration from the ideals of the civilizations of Greece and Rome,and especially from the literary and philosophical sources of those ideals. Florence was the cultural and artistic centre of Europe at the time and leading men in so many fields were drawn to the Academy: Lorenzo de' Medici (Florence's ruler), Alberti (the architect) and Poliziano (the poet). Moreover, Ficino bound together an enormous circle of correspondents throughout Europe, from the Pope in Rome to John Colet in London, from Reuchlin in Germany to de Ganay in France. Published during his lifetime, "The Letters" have not previously been translated into English. This third volume consists of the 39 letters Ficino published in his book IV, which he dedicated to Matthias Corvinus, King of Hungary. During the period covered by the letters in this volume, Ficino was working on a revision of his translations of Plato's dialogues and his commentaries on them. Some of the letters consist largely of passages taken from the dialogues, for example, those in praise of matrimony, medicine and philosophy. the largest single letter is a life of Plato which furnishes some interesting parallels with Ficino's own life, as described in a near contemporary biography by Giovanni Corsi which is included, partly for this reason, at the end of the volume. Corsi comments - "The first thing which encouraged me to write about this man was that he himself not only investigated the precepts and mysteries (of the Platonic Academy) but also penetrated, laid open and expounded them to others. This was something which no one else for the previous thousand years so much as attempted, let alone accomplished."

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Marsilio Ficino (1433-99) directed the Platonic Academy in Florence, and it was the work of this Academy that gave the Renaissance in the 15th century its impulse and direction. During his childhood Ficino was selected by Cosimo de' Medici for an education in the humanities. Later Cosimo directed him to learn Greek and then to translate all the works of Plato into Latin. This enormous task he completed in about five years. He then wrote two important books, "The Platonic Theology" and "The Christian Religion", showing how the Christian religion and Platonic philosophy were proclaiming the same message. The extraordinary influence the Platonic Academy came to exercise over the age arose from the fact that its leading spirits were already seeking fresh inspiration from the ideals of the civilizations of Greece and Rome and especially from the literary and philosophical sources of those ideals. Florence was the cultural and artistic centre of Europe at the time and leading men in so many fields were drawn to the Academy: Lorenzo de'Medici (Florence's ruler), Alberti (the architect) and Poliziano (the poet). Moreover Ficino bound together an enormous circle of correspondents throughout Europe, from the Pope in Rome to John Colet in London, from Reuchlin in Germany to de Ganay in France. Published during his lifetime, "The Letters" have not previously been translated into English. Following the Pazzi Conspiracy of 1478, Florence was at war with both the Pope (Sixtus IV) and King Ferdinand of Naples. Prompted by the appalling conditions under which Florence suffered as a result of the war, Ficino wrote eloquent letters to the three main protagonists. In his three letters to Sixtus, who was the main architect of the war, Ficino states in magnificent terms the true work of the Pope - to fish in the "deep sea of humanity", as did the Apostles. King Ferdinand of Naples spent most of his life in intrigue, not only against other states, but also against his own barons. Yet, Ficino addresses him in the words of his father, the admirable King Alfonso. This extraordinary letter, written in the form of a prophesy, speaks of his son's destiny on Earth. "In peace alone a splendid victory awaits you..., in victory, tranquility; in tranquility, a reverence and worship of Minerva" (wisdom). Negotiations for peace were in fact begun about five months later. In his letter to Lorenzo de 'Medici, Ficino presented, with dramatic clarity, the two sides of Lorenzo's nature. The letter may have prompted Lorenzo's bold visit to King Ferdinand's court and the ensuing negotiations for peace. In insisting on the reality of unity and peace in the face of war and division, Ficino uses a number of analogies. He speaks in at least two letters of all the colours emerging from simple white light, just as all the variety of the universe issues from one consciousness. "For the Sun, to be is to shine, to shine is to see, and to illuminate is to create all that is its own and to sustain what it has created."

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Kenneth Williams, Clement Freud, Derek Nimmo, Peter Jones and Paul Merton are the ‘Famous Five’ of Just a Minute: sparkling raconteurs whose sharp wits and skill made them consistently a pleasure to listen to. Each brings their own unique quality to the show, and this box set showcases their highlights - the moments which reveal these talented players at the very top of their game. Also among the featured shows are the first ever Just a Minute, plus the 25th anniversary edition and the infamous episode when Clement Freud failed to appear and the show’s ever capable chairman Nicholas Parsons replaced him as a panellist. Full of fast-paced, irreverent fun and ferocious competition, this collection is a goldmine of wonderful comedy nuggets from five fantastically funny comedians.11 CDs. 11 hrs.

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