decision on one input is Muti-task learning, and the other is learning a classifier for each category. When the sample data of each class is small, it is wiser to adopt muti-task learning, so that the characteristics of the image can be learned better, and when the sample data of each class is large, the multi-classification model can be used, so the accuracy of the model prediction is generally higher.
3. End-to-end Learning
End-to-end leraning is only applicable when the data se
This paper describes how to apply the deep learning-based target detection algorithm to the specific project development, which embodies the value of deep learning technology in actual production, and is considered as a landing realization of AI algorithm. The algorithms section of this article can be found in the previous blogs:
[AI Development] Python+tensorflow to build its own computer Vision API Servic
stationary state to a moving state at any time, or vice versa, neither of these modes seems appropriate.
Intelligent autofocus is a camera automatically selects the focus mode according to the state of the subject (stationary or motion), which combines single-shot AF and continuous autofocus to resolve the above mentioned problems, thus making it more suitable for use in situations where the object is stationary. It should be noted that the first two mentioned autofocus methods are the most
-introduction/
Here we will briefly introduce some developments. One of the most important events was the fact that one Stanford team announced details of an algorithm that uses deep learning to identify skin cancer.
Related Research: https://cs.stanford.edu/people/esteva/nature/
Another Stanford team developed a model to better detect arrhythmia than human experts.
Related Research: https://stanfordmlgroup.github.io/projects/ecg/
Of course there are
Let us think about the distant past, what is the reason why we abandon the same function machine, the choice of smart phone?Is it because of the beauty value? Interactive freshness? I believe that the vast majority of users, because the app mode brings too much practical value, people around the use of, and they can not even follow up. So amid the greatness of the Lord is not only to subvert the shape of the phone, but more importantly to the future of the mobile phone ecosystem opened the entra
Link: oschina.net/news/78629/beginners-how-to-learn-from-zero-artificial-intelligence
This is a list of the best learning resources for beginners who want to enter the field of artificial intelligence, but do not know where to start.
First, machine learning
For the best introduction to the field of machine learning, watch Coursera's Andrew Ng machine learning course. It explains the basic concepts and gives you a good understanding of the most important algorithms.
For a brief overview of th
principles and techniques4. Learn the skills and methods commonly used in machine learning process5. Practical training of classical machine learning projects in various industries6. Understanding the relationship between AI, machine learning, deep learning, big data ecosystem7, into the field of artificial intelligenceFirst stage: Code levelThrough the Python language and Python data processing package an
Long knowledge of games ------ game AI Based on Behavior tree and state machine (I), ------ ai
Sun Guangdong 2014.6.30
AI. Our first impression may be robots, which are mainly about applications in games.
Modern computer games have already incorporated a large number of AI elements. The interactions we make when playi
What is the AI file?
AI file is the abbreviation of Adobe Illustrator, is an industrial standard vector illustration software applied to publishing, multimedia and online image, as a very good image processing tool, Adobe Illustrator is widely used in print publishing, poster book typesetting, professional illustration, Multimedia image processing and Internet page production, can also provide a high degre
Six AI elements required for wireless network strategy and ai elements for wireless network strategy
With the development of artificial intelligence (AI), organizations can transform their wireless networks through predictable, reliable, and measurable WiFi.
Today, artificial intelligence is everywhere. It is widely believed that artificial intelligence will bec
Http://www.techug.com/awesome-artificial-intelligence
Here is a collection of tutorials, books, video lectures and essays on AI.
You are welcome to provide more information. Online Tutorial mit ai Video Tutorials – mit AI Course Artificial Intelligence Primer – Artificial Intelligence Foundation learning. Peter Norvig Courses EdX Artificial Intelligence – This c
What is the AI file
The suffix is. ai files are illustrator software (in advertising, printing and packaging used in the software) produced vector map files, and the advantage of vector graphics is how to enlarge the image will not produce massek phenomenon, that is not virtual. Therefore,. ai files do not produce mosaics in the event of an image magnification
The development of modern science and technology can be described by the rapid development of new technologies. With a blink of an eye, an application that can change the world may be invented. Of course, a company that is far ahead of the world may be instantly surpassed. In the age of change, time is the most important thing, that is, efficiency.
This is especially true for the AI industry. Our products, clothing, shelter, and transportation all
Go crazy! "AI age": Boston power left Santa Claus and reindeer unemployed !, Ai Boston
-Welcome to the AI technology expert community>
-Recruit a part-time AI instructor with a daily salary of 5-10 k>
Santa Claus becomes a beautiful girl and reindeer becomes a robot dog-this is a video to celebrate the "Happy Chr
recently, QQ has introduced a new play, yes, that's centimeter. Ai is a new game of Microsoft and Tencent, CM people ai play in the expression of the mood to leave a card, need players to unlock one by one, many players want to unlock like expression, but do not know cm ai like how to unlock, then, CM people ai like ho
Review of the history of AI into China, review of the history of AI
In 1955, American scholar John McCarthy (1927-2011) first proposed the term "AI", meaning: artificial intelligence is The science and engineering of making intelligent machin ". At that time, Chinese people were not clear about what the "intelligent machine" proposed by Mr. card.com meant. The
With the advent of major Internet giants, AI technology has experienced a comprehensive recovery after several cold winter, standing in the storm of the times, ushered in an outbreak period, and has become the trend of the times! Artificial intelligence enterprises are making great strides, but they also face many problems for job seekers studying artificial intelligence.
Two years ago, algorithm professionals in the industry were still scarce. How
First in the CorelDRAW to try, really wrong, hint information as shown:
Then immediately into PS, place the file, get a blank image, as shown in the picture:
I was wondering if the AI file was corrupted, or other reasons, through QQ to understand, exclude file damage, then estimate is the version of the problem, immediately with illustrator CS5 open the AI file, open Normal, and th
Microsoft's AI, AI
Recently, Microsoft xiaoice's self-owned examiner recruited his interns, showing the limelight. When a message is sent, more than 10 million applicants will be offered within several hours. What does this mean?
In the past, hurblent started the opportunity of machine reasoning.
System, advocating mathematical mechanization; Exploring "intelligence" in soft big data and launching
second game-- topic: C + + Development engineer (AI direction) career prospects July 26 (Thursday) 20:00~21:00> Teacher: Liu Yuandong (Chengdu Multi-Travel technology)Technology Director of Chengdu Multi-Travel Technology Co., Ltd., full stack research and development engineer, independent software, game developers, proficient in computer high-performance network communications, gaming and industrial graphics design.> Course Essentials1. C + + develop
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