A step-by-step gentle journey through the mathematics of neural networks, and making your own using the Python computer language. Neural networks are a key element of deep learning and artificial intelligence, which today is capable of some truly impressive feats. Yet too few really understand how neural networks actually work. This guide will take you on a fun and unhurried journey, starting from very simple ideas, and gradually building up an understanding of how neural networks work. You won't need any mathematics beyond secondary school, and an accessible introduction to calculus is also included. The ambition of this guide is to make neural networks as accessible as possible to as many readers as possible - there are enough texts for advanced readers already! You'll learn to code in Python and make your own neural network, teaching it to recognise human handwritten numbers, and performing as well as professionally developed networks. Part 1 is about ideas. We introduce the mathematical ideas underlying the neural networks, gently with lots of illustrations and examples. Part 2 is practical. We introduce the popular and easy to learn Python programming language, and gradually builds up a neural network which can learn to recognise human handwritten numbers, easily getting it to perform as well as networks made by professionals. Part 3 extends these ideas further. We push the performance of our neural network to an industry leading 98% using only simple ideas and code, test the network on your own handwriting, take a privileged peek inside the mysterious mind of a neural network, and even get it all working on a Raspberry Pi. All the code in this has been tested to work on a Raspberry Pi Zero.
2024-01-13 11:04:46 4.97MB neural netwo machine lear
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(亲测可用)tensorflow训练模型进行调参,生成mobilenet_v1.pb模型文件用于预测
2021-10-19 13:41:16 16.29MB mobilenet tensorflow neural netwo
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神经网络python书,非常好的可以上手的入门介绍性书籍,英文非扫描高清文字版,其他资源有的50分,太黑了。
2021-08-03 21:36:06 7.86MB neural netwo python AI
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本资源主要是智能控制,内容涉及模糊控制相关内容,神经网络相关内容等方面
2019-12-21 20:55:40 18.23MB fuzzy contro Neural Netwo
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Neural Network Methods for Natural Language Processing by Yoav Goldberg,上传的这个为英文版,方便大家看原版。中文版本为车万翔老师翻译的《基于深度学习的自然语言处理》
2019-12-21 20:02:32 5.31MB NLP Neural Netwo 自然语言处
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滚动轴承的故障检测、分类源代码,且配合有word版大报告。图文并茂 具体做的内容是: 针对滚动轴承这种非平稳振动信号采用的小波包分解的方法来检测故障的存在,运用神经网络来实现故障的分类,还结合D-S理论融合了多个传感器的诊断结果,提高了故障诊断的准确性并通过实验仿真证实。
2019-12-21 19:36:29 776KB matlab DS-Theory Wavelet Neural-Netwo
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