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在设计神经网络的过程中一般都会有许多的超参数需要进行调节,其中就包括学习率,批处理的batch大小,隐藏层中隐藏结点的个数,滑动平均模型的参数,模型训练的代数等等。正是由于需要调节的参数众多,采用传统的网格超参数调节的方法需要花费大量的时间,而且一般情况下,我们都是针对于特定结构的神经网络来进行参数的调节的,也就是说在设计神经网络之初,神经网络的结构基本上已经确定下来了,训练的只是不同结点之间的权重,比如传统的前馈神经网络3层架构输入层-隐藏层-输出层等,其一般层数都是固定的,而且神经元之间一般不会隔层进行连接。因为神经网络的结构千变万化,如果需要对各种不同的组合都进行尝试,其复杂度将难以想象。本文旨在通过进化算法的**,利用遗传算法对神经网络结构中的结点以及结点之间的边进行编码,在Breast Cancer Wisconsin (Diagnostic) Data Set 数据集上进行实验,利用遗传算法的优胜劣汰的进化过程,通过选择、交叉以及变异的过程不断地更新种群,保留下适应度高的个体,最后得到的表现最佳的模型及其拓扑结构,通过机器自动学习到一个表现较佳的模型结构,并与其他方法在该数据集上的表现进行对比。
2020天池大赛,蛋白质结构预测大赛TOP1方案分享
An experimental open-source attempt to make GPT-4 fully autonomous.
🤖 Assemble, configure, and deploy autonomous AI Agents in your browser.一键免费部署你的私人AutoGPT 网页应用
One-Click to deploy well-designed ChatGPT web UI on Vercel. 一键拥有你自己的 ChatGPT 网页服务。
带带弟弟 通用验证码识别OCR pypi版
这是一个faster-rcnn的pytorch实现的库,可以利用voc数据集格式的数据进行训练。
手把手撕LeetCode题目,扒各种算法套路的裤子。English version supported! Crack LeetCode, not only how, but also why.
decentralising the Ai Industry, free gpt-4/3.5 scripts through several reverse engineered api's ( poe.com, phind.com, chat.openai.com, phind.com, writesonic.com, sqlchat.ai, t3nsor.com, you.com etc...)
GraphSleepNet: Adaptive Spatial-Temporal Graph Convolutional Networks for Sleep Stage Classification
CoDeepNEAT inspired implementation using Keras and Tensorflow as backend.
Python - 100天从新手到大师
Book recommender system using collaborative filtering based on Spark
resnet-torch for partial discharge classification
Reinforcement Learning for Spiking Neural Networks
Basic SNN propogating spikes between LIF neurons
Tensorflow-based Recommendation systems
TinySleepNet: An Efficient Deep Learning Model for Sleep Stage Scoring based on Raw Single-Channel EEG by Akara Supratak and Yike Guo from The Faculty of ICT, Mahidol University and Imperial College London respectively
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A declarative, efficient, and flexible JavaScript library for building user interfaces.
🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
An Open Source Machine Learning Framework for Everyone
The Web framework for perfectionists with deadlines.
A PHP framework for web artisans
Bring data to life with SVG, Canvas and HTML. 📊📈🎉
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
Some thing interesting about web. New door for the world.
A server is a program made to process requests and deliver data to clients.
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
Some thing interesting about visualization, use data art
Some thing interesting about game, make everyone happy.
We are working to build community through open source technology. NB: members must have two-factor auth.
Open source projects and samples from Microsoft.
Google ❤️ Open Source for everyone.
Alibaba Open Source for everyone
Data-Driven Documents codes.
China tencent open source team.