《Brief History of Machine Learning》介绍:这是一篇介绍机器学习历史的文章,介绍很全面,从感知机、神经网络、决策树、SVM、Adaboost到随机森林、Deep Learning. 《Deep Learning in Neural Networks: An Overv…
Machine Learning Project Checklist This checklist can guide you through your Machine Learning projects. There are eight main steps: 这个清单可以指导你完成机器学习项目。主要有如下8个步骤 1. Frame the problem and look at the big picture. 建立问题框架并确立问题(问题框架化,视野宏观化) 2. Get the ...
In a recent presentation,Ben Hamnerdescribed the common pitfalls in machine learning projects he and his colleagues have observed during competitions on Kaggle. The talk was titled “Machine Learning Gremlins” and was presented inFebruary 2014 at Strata. In this post we take a look at the pitfa...
This Machine Learning course is taught by Andrew Ng, who was formerly Chief Scientist at Baidu and Director of Google Brain Deep Learning Project. It includes both theoretical and practical aspects of machine learning algorithms. Furthermore, you can learn how to implement machine learning algorithms...
Data transforms where attributes are scaled or redistributed in order to best expose the structure of the problem later to learning algorithms. Start simple. Revisit this step often and cycle with the next step until you converge on a subset of algorithms and a presentation of the data that res...
Machine Learning Project Checklist 摘自Hands-On Machine Learning with Scikit-Learn & TensorFlow This checklist can guide you through your Machine Learning projects. There are eight main steps: Frame the problem and look at the big picture.
If you want to master machine learning, fun projects are the best investment of your time. Here are 6 beginner-friendly weekend ML project ideas!
General-Purpose Machine Learningnaive-apl - Naive Bayesian Classifier implementation in APL. [Deprecated] CGeneral-Purpose Machine LearningDarknet - Darknet is an open source neural network framework written in C and CUDA. It is fast, easy to install, and supports CPU and GPU computation. ...
涵盖了deep learning里各种tricks,引用非常全面. 《A Gentle Introduction to Scikit-Learn: A Python Machine Learning Library》 介绍:这是一份python机器学习库,如果您是一位python工程师而且想深入的学习机器学习.那么这篇文章或许能够帮助到你. 《How to Layout and Manage Your Machine Learning Project》 ...
Machine Learning Project Checklist Frame the problem and look at the big picture. Get the data. Explore the data to gain insights. Prepare the data to better expose the underlying data patterns to Machine Learning algorithms. Explore many different models and short-list the best ones. ...