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From Models to Decisions in Machine Learning with Python

From Models to Responsible Decision-Making

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What is the value of an accurate Machine Learning model if it leads to the wrong decision?Machine Learning identifies patterns, estimates probabilities, and generates predictions. But a model does not decide what should be done.Between prediction and action lie objectives, uncertainty, error costs, trade-offs, consequences, and responsibility.From Models to Decisions in Machine Learning with ... Read more

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What is the value of an accurate Machine Learning model if it leads to the wrong decision?Machine Learning identifies patterns, estimates probabilities, and generates predictions. But a model does not decide what should be done.Between prediction and action lie objectives, uncertainty, error costs, trade-offs, consequences, and responsibility.From Models to Decisions in Machine Learning with
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The Break-Up Club

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“Together, we’re so much more than the sum of our broken hearts.”Holly thought ending her co-dependent relationship of five-years would be tough. As it turns out, the new rules of singledom are even harder to play by.Suddenly, she’s navigating love-bombers, f*ckboys, and the literal bin-fire that is modern dating. Thankfully, she has the world’s least-qualified, most dysfunctional support group by ... Read more

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“Together, we’re so much more than the sum of our broken hearts.”Holly thought ending her co-dependent relationship of five-years would be tough. As it turns out, the new rules of singledom are even harder to play by.Suddenly, she’s navigating love-bombers, f*ckboys, and the literal bin-fire that is modern dating. Thankfully, she has the world’s least-qualified, most dysfunctional support group by
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Perfecting the Shot

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In a nameless city torn apart by civil war, a teenage sniper has only one goal: to fire the perfect shot. He sublimates himself into his weapon, learns to maintain impassivity, controls his breath, listens to his body and the beat of his heart. Lying in wait on rooftops, he takes aim at people below while his traumatized mother cowers in their flat. The violence eats away at any sense of morality ... Read more

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In a nameless city torn apart by civil war, a teenage sniper has only one goal: to fire the perfect shot. He sublimates himself into his weapon, learns to maintain impassivity, controls his breath, listens to his body and the beat of his heart. Lying in wait on rooftops, he takes aim at people below while his traumatized mother cowers in their flat. The violence eats away at any sense of morality
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As night falls over Vienna, Franz Ritter, an insomniac musicologist, takes to his sickbed with an unspecified illness and spends a restless night drifting between dreams and memories, revisiting the important chapters of his life: his ongoing fascination with the Middle East and his numerous travels to Istanbul, Aleppo, Damascus, and Tehran, as well as the various writers, artists, musicians,
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