Machine learning technologies underpin artificial intelligence (AI Machine learning algorithms are applied to make predictions and conclusions when provided with data and allow computer system to make intelligent decisions. Recent patent data shows machine learning technology is an area of outstanding growth and investment across the world. Since 2012, patenting of AI and machine learning related technologies has increased significantly. Applicants are commonly large corporations or universities. In real world applications of machine learning, the telecommunications sector had the most patent filings, like reflecting the growth and net worth of this sector in the global economy. This is mirrored by development of core capabilities in image and video analysis .Underlying these advances, the most significant developments in foundational technologies since 2012 were found in supervised or semi-supervised learning techniques . Analyzing the technical content of patents can provide insights into specific technologies. In this report, machine learning technology is analyzed and the content presented in this report is as follows.
- Introduction to machine learning
- Introduction
- machine learning technology
- machine learning applications
- International project about
- Country policy about
- Market
- Introduction to technology analysis
2-1. Patent & articles documents properties
2-2. Importance of documents information analysis
2-3. Search tool (patent & article search database)
2-4. Determining specialized and comprehensive keywords
2-5. Extraction of standard patent classification codes
2-6. International Patent Classification
2-7. Main stages of technology analysis process
- Technology analysis
3-1- Introduction
3-2- Analysis of patent publication trend
3-3- Geographical analysis of patent
3-4- Analysis of of active players
3-5- key players by time
3-6- Cooperation of players
3-7- Top researchers
3-8- Top key concepts
3-9- Top CPC codes in technology
3-10-Technology related fields
3-11-Technology life cycle
3-12. Review of technology research status in technology
3-14. Timing of document publish
3-15.Top researchers
3-16.Top countries in research
3-17.Top countries research trend
3-18.Top research centers in the technology
3-19.Top research centers trend
3-20.Top academic research teams & their scope
- Text mining for the documents
4-1. The key concepts
4-3. Top technical patents
4-3. Top patents technical analysis
4-4. Text mining of patents for technical purpose (Customised)
4-5. Text mining of articles for technical purpose (Customised)
4-6.Top commercial patents for selected domains or subsectors
- Commercial status of technology
5-1. Identify companies with a product / technology
5-2. Technical information of commercialized products
5-3. Identify supported research projects and case studies
5-4. Review the necessary rules, standards and licenses for a products (Customized)
5-5. Preparation of a product technical identification (Customized)
5-6. Product History (Customized)
5-7. Different product / technology applications (Customized)
5-8. Conventional and modern methods of product / technology production (Customized)
5-9. Challenges and prospects of technology commercialization
- Drawing technology tree
6-1. Review articles
6-2. Review patents
6-3. Drawing a technology tree according to the documents information
- Results, Challenges and Suggestions
7-1. Results
7-2.Challenges and suggestions
Resources