Transfer Learning Deep Learning

Advances in deep learning and related machine learning have played a key role in the recent achievements of artificial intelligence, which have made it unnecessary for computers to explicitly program, but to “absorb and analyze” large amounts of data to complete self-training.

This paper raises objections to this view, thinking that machine learning ≠ data statistics, deep learning has made a significant contribution to our handling of complex unstructured data problems, and artificial intelligence should be appreciated.

The most important algorithm is the neural network, which is not very successful due to overfitting (the model is too powerful, but the data is insufficient). Still, in some more specific tasks, the idea of using data to adapt to functionality has achieved significant success, and this also forms the basis of today's machine learning.

"Editor's note" with the development of artificial intelligence technology, the major technology companies have increased their investment in deep learning, and as the National Science Foundation is the same, now, it through the funding of the United States University researchers, to promote the depth of learning algorithms on the FPGA and super computer running. Although it is only a trend that represents the depth of learning, but with the business operations of major technology companies and more in-depth study into the University Research Center and the National Laboratory, the development of in-depth learning to play a positive role in promoting. The following is the original: machine learning in the past few years ...

Intermediary transaction http://www.aliyun.com/zixun/aggregation/6858.html ">seo diagnose Taobao guest cloud host technology Hall now site optimization So fire, naturally there will be more newcomers to join us now in this industry, Take the recent recruitment to the company's several new colleagues, all of them are, let us these "old man" can not help but sigh Goson, but even if the professional skills again strong, many novice also exist many problems, the mentality of adjustment is not timely ...

This reporter Wangxiaofan Huang Tijian from Shenzhen in the next 18 months, there are too many variables exist: management attitude, the relevant legislative process of bank and insurance cooperation, a-share and H-shares market changes, deep development and the decision of China Peace shareholders Meeting,　　Even the changes in the financial situation on Wall Street will have an impact on the deal by affecting the cash demand of TPG's parent company ...　　The announcement of China's peace and deep development on June 12 is not announcing a result, but announcing the beginning of a long journey. It seems like everything has settled down, but in fact it is still a mystery ...

This reporter Wangxiaofan Huang Tijian from Shenzhen in the next 18 months, there are too many variables exist: management attitude, the relevant legislative process of bank and insurance cooperation, a-share and H-shares market changes, deep development and the decision of China Peace shareholders Meeting,　　Even the changes in the financial situation on Wall Street will have an impact on the deal by affecting the cash demand of TPG's parent company ...　　The announcement of China's peace and deep development on June 12 is not announcing a result, but announcing the beginning of a long journey. It seems like everything has settled down, but in fact it is still a mystery ...

The term alignment TaskBot engine: The core processing object is "skill". We define the skill as a structured (query+content), vertical scene-based task, such as real-time scene query, tool class, control class, etc. QABot engine: including KG-QA Engine, QAPair engine, DeepQA engine.

Intermediary transaction SEO diagnosis Taobao guest Cloud host technology Hall K.K in the documentary "Google and the World Brain," he said at the beginning of the Google venture, he asked Larry Page, now has a good performance search engine, why do one? ' Instead of developing a new search engine, we're going to do artificial intelligence, ' Larry page explains. Search engine is our active consciousness and the internet world the most important connection way, and in the long-term data accumulation, save ...

The "Rush" of the "buy" bubble burst, indicating that China's e-commerce industry may be on the eve of the transition. According to the survey, the number of domestic group buying sites has fallen from more than 5,000 in the peak of last year to more than 3,200. Once the scenery of the Unlimited litters group (micro-BO), High peer network (micro-BO), group Treasure Network and so on have burst out large-scale withdrawal, layoffs news. 　　This year, the luxury electric business website NetEase still goods, call HA network, such as "Days have not go down" message, then let the industry adjustment period significantly ahead. 2011, the investment amount of the electric business industry amounted to 5.353 billion U.S. dollars, accounting for interconnection ...