The lottery ticket pdf
Anton Chekhov Free Short Stories
The inspirational short stories of Anton Chekhov are famous around the World. Some of the best loved stories and tales have been penned by this remarkable Russian author considered as one of the best short story writers in history and by some as the founder of short stories! The following selection of his famous short stories will provide hours of reading pleasure.
Famous Anton Chekhov Free Short Stories
The most famous and inspirational works of Anton Pavlovich Chehov include The Cherry Orchard, The Seagull, Three Sisters, A Murder, and A Dead Body. These famous Anton Chekhov Tales and Stories have been included along with some lesser known, but equally enjoyable tales.
Anton Chekhov – His own story!
This amazing Russian born author, well-known for his short fiction and wonderful novels, didn’t have the best start in life. In 1876, while Anton was still at school Chekhov’s father was declared Bankrupt and the family moved from Taganrog, Southern Russia to Moscow. Anton however remained for a further three years to complete his education and sell the families possessions.
During this time he had to support himself and his family as well as pay for his education! He achieved this by catching and selling goldfinches, private tutoring and selling humorous sketches about contemporary Russian life to newspapers.
Anton Chekhov finished his schooling in 1879 and moved to Moscow to join his family. He studied medicine at Moscow University and qualified as a doctor in 1884. He practiced as a doctor despite writing over four hundred short stories in his short life (died of Tuberculosis at just 44 years old). His famous quote “Medicine is my lawful wife”, “and literature is my mistress.” perfectly sums up his career.Visit this site dedicated to providing Free ★ Anton Chekhov ★ Short Stories. Free, online printable versions of Anton Chekhov Free Short Stories. Read Anton Chekhov Free Short Stories – their free, online and printer friendly!
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Computer Science > Machine Learning
Title: The Lottery Ticket Hypothesis: Finding Sparse, Trainable Neural Networks
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Abstract: Neural network pruning techniques can reduce the parameter counts of trained networks by over 90%, decreasing storage requirements and improving computational performance of inference without compromising accuracy. However, contemporary experience is that the sparse architectures produced by pruning are difficult to train from the start, which would similarly improve training performance.
We find that a standard pruning technique naturally uncovers subnetworks whose initializations made them capable of training effectively. Based on these results, we articulate the “lottery ticket hypothesis:” dense, randomly-initialized, feed-forward networks contain subnetworks (“winning tickets”) that – when trained in isolation – reach test accuracy comparable to the original network in a similar number of iterations. The winning tickets we find have won the initialization lottery: their connections have initial weights that make training particularly effective.
We present an algorithm to identify winning tickets and a series of experiments that support the lottery ticket hypothesis and the importance of these fortuitous initializations. We consistently find winning tickets that are less than 10-20% of the size of several fully-connected and convolutional feed-forward architectures for MNIST and CIFAR10. Above this size, the winning tickets that we find learn faster than the original network and reach higher test accuracy.