Machine Learning Project Ideas

"Csdn Live Report" December 2014 12-14th, sponsored by the China Computer Society (CCF), CCF large data expert committee contractor, the Chinese Academy of Sciences and CSDN jointly co-organized to promote large data research, application and industrial development as the main theme of the 2014 China Data Technology Conference (big Data Marvell Conference 2014,BDTC 2014) and the second session of the CCF Grand Symposium was opened at Crowne Plaza Hotel, New Yunnan, Beijing. 2014 China large data Technology ...

With the development and popularity of artificial intelligence technology, Python has surpassed many other programming languages and has become one of the most popular and most commonly used programming languages in the field of machine learning.

Machine learning engineers are part of the team that develops products and builds algorithms and ensures that they work reliably, quickly, and on a scale.

Recently, Airbnb machine learning infrastructure has been improved, making the cost of deploying new machine learning models into production environments much lower. For example, our ML Infra team built a common feature library that allows users to apply more high-quality, filtered, reusable features to their models.

This article is by no means comprehensive, but rather highlights the pitfalls we have seen over and over. For example, we won't talk about how to choose a good project. Some of our recommendations are generally applicable to machine learning, especially for deep learning or reinforcement learning research projects.

2014 China Large data technology conference officially fell on December 14, nearly hundred technical experts here to share their latest research and practical results, this article from China Economic Network management consultant Yang, the main interpretation of the relationship between large data and in-depth learning, as well as the future development of industry technology. The following is the author of the original: December 2014 12-14th, sponsored by the China Computer Society (CCF), CCF large data expert committee contractor, the Chinese Academy of Sciences and CSDN jointly co-organized to promote large data research, application and industrial development as the main theme of the 2014 China Big ...

For machine learning, the right data set and the right model structure are critical. Choosing the wrong data set or the wrong model structure may result in a poorly performing network model, and may even get a non-converged network model.

It was probably 2008, when China set off a wave of shanzhai phones, in this crazy and barbaric era, the entire product from the project to trial production, and then to the amount of output, the time required often less than two weeks, assembly line is also short to die, also about 10 meters away, as for, the test is even more rough, Some mobile phones even directly download software shipments ... However, because of bypassing detailed functional testing and routine testing projects, the Shanzhai machine occupies an overwhelming advantage in cost, a color mobile phone only sell 200 yuan, really let domestic consumers heartbeat. In just two years time, not only the birth ...

Editor's note: The concept of deep learning stems from the study of artificial neural networks. As a kind of artificial intelligence, "depth learning" is a training system that can handle massive amounts of information from audio, images and other input signals, and if new information is presented to the system, it will respond in the form of inferences. Technology companies such as Google and Facebook have made technological advances and mergers and acquisitions in this area, and "deep learning" start-ups are springing up. Richard Socher, a graduate student at Stanford University, created the meta after graduation ...

Probably 2008, China set off a "mobile phone" trend, in this crazy and barbaric era, the entire product from the project to trial production, and then to the amount of output, the time required often less than two weeks, assembly line is also short to die, also about 10 meters away, as for, the test is even more rough, Some mobile phones even directly download software shipments ... However, because of bypassing detailed functional testing and routine testing projects, the Shanzhai machine occupies an overwhelming advantage in cost, a color mobile phone only sell 200 yuan, really let domestic consumers heartbeat. Just two years time, not only ...