Language of instruction
Chinese
Current course fees
21,580
Location
Shanghai
X ACADEMY
Global Explorer Summit
-
2024.07.25
Major Course X-Core
Major Course X-Core
Major Course X-Core
Artificial Intelligence and Data Science
人工智能和数据科学
COURSE INTRO
Course Introduction 01
COURSE INTRO
Course Introduction 01
With the leaps and bounds improvement in computer processing speed, the development of data storage and processing technology, and the popularization of artificial intelligence, to some extent, the essence of everything today can be quantified as data and analyzed through artificial intelligence. By organizing and studying vast amounts of data, we are able to break through the limits of human cognition: using computational tools and AI models to help meteorologists accurately predict potential natural disasters, help doctors quickly diagnose diseases through cough sounds, and even help users discover their potential habits and preferences... In the future, mastering and using data science and artificial intelligence will become an increasingly important skill.
The
With the leaps and bounds improvement in computer processing speed, the development of data storage and processing technology, and the popularization of artificial intelligence, to some extent, the essence of everything today can be quantified as data and analyzed through artificial intelligence. By organizing and studying vast amounts of data, we are able to break through the limits of human cognition: using computational tools and AI models to help meteorologists accurately predict potential natural disasters, help doctors quickly diagnose diseases through cough sounds, and even help users discover their potential habits and preferences... In the future, mastering and using data science and artificial intelligence will become an increasingly important skill.
The
COURSE OUTCOME
Course Outcome 02
COURSE OUTCOME
Course Outcome 02
At the end of the course, you will have the opportunity to apply what you have learned to complete a type of output, for example:
Analyzing and predicting stock price trends using machine learning algorithms
AI systems for identifying and labeling deepfake videos and images
Intelligent traffic and urban planning optimization solutions based on artificial intelligence prediction and multimodal data integration
......
*The type and content of the final output are subject to the final product of the explorer in the X-Capstone project
At the end of the course, you will have the opportunity to apply what you have learned to complete a type of output, for example:
Analyzing and predicting stock price trends using machine learning algorithms
AI systems for identifying and labeling deepfake videos and images
Intelligent traffic and urban planning optimization solutions based on artificial intelligence prediction and multimodal data integration
......
*The type and content of the final output are subject to the final product of the explorer in the X-Capstone project
COURSE OUTCOME
Course Outcome 02
COURSE OUTCOME
Course Outcome 02
数据科学家、机器学习工程师、AI 研究员、大数据分析师
数据科学家、机器学习工程师、AI 研究员、大数据分析师
COURSE CONTENTS
Course Contents 03
COURSE CONTENTS
Course Contents 03
01 Course Introduction + Basic Concepts
Basic concepts of data science; development history and current status; impact and significance to scientific research; course arrangement; introduction to basic knowledge, including terminology explanation, basic process, common tools, data types
02 Data Preprocessing (Part 1)
Core concepts and significance of big data; common data structures; data evaluation and cleaning; data organization and integration
03 Data Preprocessing (Part 2)
Data transformation; common distributions (part 1); data reduction; data visualization
04 Data Analysis
Data analysis; introduction to data visualization; common distributions (part 2)
05 Data Mining and Modeling (Part 1)
Data mining; introduction to data modeling; regression models; basic probability theory, naive Bayes and advanced Bayesian; mathematical philosophy (related to probability theory); classification models
06 Data Mining and Modeling (Part 2)
Clustering models; classic algorithms; ensemble models
07 Mathematical Foundations of Deep Learning
Intermediate linear algebra; multivariable calculus
08 Basic Concepts of Deep Learning and Neural Networks
Basic concepts of artificial intelligence; basic concepts of neural networks; basic concepts of deep learning; deep learning, neuroscience and cognitive science
09 Literature Review and Extension
How to search and read papers and present; attempt to independently search for the latest algorithms and present; decision theory; statistical philosophy
01 Course Introduction + Basic Concepts
Basic concepts of data science; development history and current status; impact and significance to scientific research; course arrangement; introduction to basic knowledge, including terminology explanation, basic process, common tools, data types
02 Data Preprocessing (Part 1)
Core concepts and significance of big data; common data structures; data evaluation and cleaning; data organization and integration
03 Data Preprocessing (Part 2)
Data transformation; common distributions (part 1); data reduction; data visualization
04 Data Analysis
Data analysis; introduction to data visualization; common distributions (part 2)
05 Data Mining and Modeling (Part 1)
Data mining; introduction to data modeling; regression models; basic probability theory, naive Bayes and advanced Bayesian; mathematical philosophy (related to probability theory); classification models
06 Data Mining and Modeling (Part 2)
Clustering models; classic algorithms; ensemble models
07 Mathematical Foundations of Deep Learning
Intermediate linear algebra; multivariable calculus
08 Basic Concepts of Deep Learning and Neural Networks
Basic concepts of artificial intelligence; basic concepts of neural networks; basic concepts of deep learning; deep learning, neuroscience and cognitive science
09 Literature Review and Extension
How to search and read papers and present; attempt to independently search for the latest algorithms and present; decision theory; statistical philosophy
PREREQUISITES
Prerequisites 04
PREREQUISITES
Prerequisites 04
No hard requirements, but it's better if you already have a preliminary understanding of linear algebra, statistics, probability theory, basic Python programming, etc.
*During the preparatory stage, mentors and academic leaders will help you complete the prerequisite learning
No hard requirements, but it's better if you already have a preliminary understanding of linear algebra, statistics, probability theory, basic Python programming, etc.
*During the preparatory stage, mentors and academic leaders will help you complete the prerequisite learning
"What XA has brought to me, the improvement of CS literacy goes without saying, but what I am more grateful for is being able to meet the top and most outstanding peers of my age. I have seen living MIT, CIT students, consulted TAs who can do nothing but debug, and also gained a bunch of board game friends. Perhaps saying that my dream is to change the world will be laughed at by people, but XA has given me the confidence to turn my dreams into reality."
This road is long, and the places to go are filled with poetry and ideals. The tears and sweat left behind yesterday make me more tenacious and courageous now. This is what XA has taught me: we can always be a little braver."
Haiyi Jin Explorer
Fudan University
"What XA has brought to me, the improvement of CS literacy goes without saying, but what I am more grateful for is being able to meet the top and most outstanding peers of my age. I have seen living MIT, CIT students, consulted TAs who can do nothing but debug, and also gained a bunch of board game friends. Perhaps saying that my dream is to change the world will be laughed at by people, but XA has given me the confidence to turn my dreams into reality."
This road is long, and the places to go are filled with poetry and ideals. The tears and sweat left behind yesterday make me more tenacious and courageous now. This is what XA has taught me: we can always be a little braver."
Haiyi Jin Explorer
Fudan University
"What XA has brought to me, the improvement of CS literacy goes without saying, but what I am more grateful for is being able to meet the top and most outstanding peers of my age. I have seen living MIT, CIT students, consulted TAs who can do nothing but debug, and also gained a bunch of board game friends. Perhaps saying that my dream is to change the world will be laughed at by people, but XA has given me the confidence to turn my dreams into reality."
This road is long, and the places to go are filled with poetry and ideals. The tears and sweat left behind yesterday make me more tenacious and courageous now. This is what XA has taught me: we can always be a little braver."
Haiyi Jin Explorer
Fudan University
MENTORS
Previous Course Mentors 05
MENTORS
Previous Course Mentors 05
Jiang Zhang
Research Assistant, Department of Statistics, National University of Singapore
Master's in Computer Science, National University of Singapore
Bachelor's in Mathematics, National University of Singapore
Currently a research assistant in the Department of Statistics at the National University of Singapore. Holds a master's degree in Computer Science and a bachelor's degree in Mathematics from the National University of Singapore. Previously served as a research assistant at the Yale-NUS College of Arts and Sciences. Research interests include the trustworthiness of software systems, such as program attributes, fairness, and interpretability. Focuses mainly on systems containing deep learning components, and has published articles as the first author at top conferences in the field of software engineering. Has experience teaching multiple courses, including calculus and software engineering. Recipient of the 2019 Huang Maja-Lan Confucianism Award from the Singapore Confucius Foundation.
Jiang Zhang
Research Assistant, Department of Statistics, National University of Singapore
Master's in Computer Science, National University of Singapore
Bachelor's in Mathematics, National University of Singapore
Currently a research assistant in the Department of Statistics at the National University of Singapore. Holds a master's degree in Computer Science and a bachelor's degree in Mathematics from the National University of Singapore. Previously served as a research assistant at the Yale-NUS College of Arts and Sciences. Research interests include the trustworthiness of software systems, such as program attributes, fairness, and interpretability. Focuses mainly on systems containing deep learning components, and has published articles as the first author at top conferences in the field of software engineering. Has experience teaching multiple courses, including calculus and software engineering. Recipient of the 2019 Huang Maja-Lan Confucianism Award from the Singapore Confucius Foundation.
ACADEMIC LEADS
Previous Course TAs 06
ACADEMIC LEADS
Previous Course TAs 06
George Yu
Mathematics and Philosophy, University of Oxford
Previously conducted research in the field of artificial intelligence safety and interpretability with doctoral students at the Future of Humanity Institute. This summer, may go to Shanghai Jiao Tong University to conduct research in artificial intelligence under the guidance of Professor Lu Sun. In high school, won awards including the HiMCM M Award, gold medals in mathematics and science at the USAD Global Finals, and various prizes at hack.init(), such as Best Hardware and Best Design. Additionally, led the design and development of several projects, including an epidemic information statistics and distribution robot, an intelligent classification garbage bin based on target recognition, and a Chinese character learning website. Hobbies include logic, linguistics, music, typography, and ultimate frisbee.
Zilin Ren
Statistics and Machine Learning, Carnegie Mellon University
Main focus is on data analysis and machine learning, familiar with the principles of various machine learning models, and particularly interested in deep learning. Projects completed in the third year include applications of deep learning in the field of image recognition (YOLO algorithm), face recognition (CNN), speech recognition (RNN), and conversion of speech segments to text (LAS paper reproduction), as well as a project on parameter quantization of deep learning models with a renowned professor at CMU. Hobbies include a variety of sports, particularly badminton and ultimate frisbee.
George Yu
Mathematics and Philosophy, University of Oxford
Previously conducted research in the field of artificial intelligence safety and interpretability with doctoral students at the Future of Humanity Institute. This summer, may go to Shanghai Jiao Tong University to conduct research in artificial intelligence under the guidance of Professor Lu Sun. In high school, won awards including the HiMCM M Award, gold medals in mathematics and science at the USAD Global Finals, and various prizes at hack.init(), such as Best Hardware and Best Design. Additionally, led the design and development of several projects, including an epidemic information statistics and distribution robot, an intelligent classification garbage bin based on target recognition, and a Chinese character learning website. Hobbies include logic, linguistics, music, typography, and ultimate frisbee.
Zilin Ren
Statistics and Machine Learning, Carnegie Mellon University
Main focus is on data analysis and machine learning, familiar with the principles of various machine learning models, and particularly interested in deep learning. Projects completed in the third year include applications of deep learning in the field of image recognition (YOLO algorithm), face recognition (CNN), speech recognition (RNN), and conversion of speech segments to text (LAS paper reproduction), as well as a project on parameter quantization of deep learning models with a renowned professor at CMU. Hobbies include a variety of sports, particularly badminton and ultimate frisbee.
Language of instruction
Chinese
Current course fees
21,580
Location
Shanghai
X ACADEMY
Global Explorer Summit
-
2024.07.25
Location
Shanghai
Language of instruction
Chinese
Current course fees
21,580
X ACADEMY
Global Explorer Summit
-
2024.07.25
Frequently Asked Questions
How is the student-teacher ratio in the major courses?
How is the student-teacher ratio in the major courses?
How is the student-teacher ratio in the major courses?
I heard that the major courses of X ACADEMY are very hardcore. Will I fall behind when the course starts?
I heard that the major courses of X ACADEMY are very hardcore. Will I fall behind when the course starts?
I heard that the major courses of X ACADEMY are very hardcore. Will I fall behind when the course starts?
Can I only study one major course at X ACADEMY?
Can I only study one major course at X ACADEMY?
Can I only study one major course at X ACADEMY?
Contact Us
© 2024 | Shanghai Des Education Technology Co., Ltd. | Established in 2016. | 沪ICP备2021004001号-6
Privacy Policy
Cookies
Terms & Conditions
OUR CIVILIZATION WAS BUILT ON TECHNOLOGY. OUR CIVILIZATION IS BUILT ON TECHNOLOGY. TECHNOLOGY IS THE GLORY OF HUMAN AMBITION AND ACHIEVEMENT, THE SPEARHEAD OF PROGRESS, AND THE REALIZATION OF OUR POTENTIAL. FOR HUNDREDS OF YEARS, WE PROPERLY GLORIFIED THIS – UNTIL RECENTLY. WE, AT X ACADEMY, ARE HERE TO REVITALIZE THAT SPIRIT. TO US, THE FUTURE IS A CANVAS OF VAST POSSIBILITY, PAINTED WITH THE BRUSHES OF INNOVATION, CREATIVITY, AND OPTIMISM. WE BELIEVE IN A FUTURE WHERE TECHNOLOGY CONTINUES TO BE THE BACKBONE OF ADVANCEMENT, NOT JUST IN MATERIAL TERMS BUT AS A MEANS TO ELEVATE HUMAN EXPERIENCE AND CONSCIOUSNESS. WE ARE THE FUTURE OPTIMISTS, THE DREAMERS, THE MAKERS, AND THE DOERS. WE STAND READY TO COLLABORATE, TO INNOVATE, AND TO BUILD A BETTER TOMORROW WITH YOU. JOIN US, AS WE EMBARK ON THIS JOURNEY TO IGNITE THE FLAMES OF PROGRESS AND TO CHERISH THE TECHNOLOGY THAT MAKES IT POSSIBLE. IT IS TIME, ONCE AGAIN, TO RAISE THE TECHNOLOGY FLAG. IT IS TIME TO BE TECHNO-OPTIMISTS. WITH X ACADEMY, LET'S BUILD A BRIGHTER FUTURE TOGETHER.
Contact Us
© 2024 | Shanghai Des Education Technology Co., Ltd. | Established in 2016. |
Privacy Policy
Cookies
Terms & Conditions
OUR CIVILIZATION WAS BUILT ON TECHNOLOGY. OUR CIVILIZATION IS BUILT ON TECHNOLOGY. TECHNOLOGY IS THE GLORY OF HUMAN AMBITION AND ACHIEVEMENT, THE SPEARHEAD OF PROGRESS, AND THE REALIZATION OF OUR POTENTIAL. FOR HUNDREDS OF YEARS, WE PROPERLY GLORIFIED THIS – UNTIL RECENTLY. WE, AT X ACADEMY, ARE HERE TO REVITALIZE THAT SPIRIT. TO US, THE FUTURE IS A CANVAS OF VAST POSSIBILITY, PAINTED WITH THE BRUSHES OF INNOVATION, CREATIVITY, AND OPTIMISM. WE BELIEVE IN A FUTURE WHERE TECHNOLOGY CONTINUES TO BE THE BACKBONE OF ADVANCEMENT, NOT JUST IN MATERIAL TERMS BUT AS A MEANS TO ELEVATE HUMAN EXPERIENCE AND CONSCIOUSNESS. WE ARE THE FUTURE OPTIMISTS, THE DREAMERS, THE MAKERS, AND THE DOERS. WE STAND READY TO COLLABORATE, TO INNOVATE, AND TO BUILD A BETTER TOMORROW WITH YOU. JOIN US, AS WE EMBARK ON THIS JOURNEY TO IGNITE THE FLAMES OF PROGRESS AND TO CHERISH THE TECHNOLOGY THAT MAKES IT POSSIBLE. IT IS TIME, ONCE AGAIN, TO RAISE THE TECHNOLOGY FLAG. IT IS TIME TO BE TECHNO-OPTIMISTS. WITH X ACADEMY, LET'S BUILD A BRIGHTER FUTURE TOGETHER.
Contact Us
© 2024 | Shanghai Des Education Technology Co., Ltd. | Established in 2016. |
Privacy Policy
Cookies
Terms & Conditions
OUR CIVILIZATION WAS BUILT ON TECHNOLOGY. OUR CIVILIZATION IS BUILT ON TECHNOLOGY. TECHNOLOGY IS THE GLORY OF HUMAN AMBITION AND ACHIEVEMENT, THE SPEARHEAD OF PROGRESS, AND THE REALIZATION OF OUR POTENTIAL. FOR HUNDREDS OF YEARS, WE PROPERLY GLORIFIED THIS – UNTIL RECENTLY. WE, AT X ACADEMY, ARE HERE TO REVITALIZE THAT SPIRIT. TO US, THE FUTURE IS A CANVAS OF VAST POSSIBILITY, PAINTED WITH THE BRUSHES OF INNOVATION, CREATIVITY, AND OPTIMISM. WE BELIEVE IN A FUTURE WHERE TECHNOLOGY CONTINUES TO BE THE BACKBONE OF ADVANCEMENT, NOT JUST IN MATERIAL TERMS BUT AS A MEANS TO ELEVATE HUMAN EXPERIENCE AND CONSCIOUSNESS. WE ARE THE FUTURE OPTIMISTS, THE DREAMERS, THE MAKERS, AND THE DOERS. WE STAND READY TO COLLABORATE, TO INNOVATE, AND TO BUILD A BETTER TOMORROW WITH YOU. JOIN US, AS WE EMBARK ON THIS JOURNEY TO IGNITE THE FLAMES OF PROGRESS AND TO CHERISH THE TECHNOLOGY THAT MAKES IT POSSIBLE. IT IS TIME, ONCE AGAIN, TO RAISE THE TECHNOLOGY FLAG. IT IS TIME TO BE TECHNO-OPTIMISTS. WITH X ACADEMY, LET'S BUILD A BRIGHTER FUTURE TOGETHER.