Certificate in Machine Learning & Urban Data Visualization

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The Certificate in Machine Learning & Urban Data Visualization is a comprehensive course designed to equip learners with essential skills for career advancement in today's data-driven economy. This course is of utmost importance as it bridges the gap between urban data analysis and machine learning, two critical areas that are shaping the future of smart cities and sustainable urban development.

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With the increasing demand for data-driven decision-making in various industries, there is a high demand for professionals who can analyze and visualize complex urban data sets and apply machine learning techniques to extract valuable insights. This course equips learners with the essential skills to meet this demand, including data preprocessing, machine learning algorithms, data visualization techniques, and communicating data-driven insights effectively. By completing this course, learners will gain a competitive edge in the job market, with the ability to apply machine learning and data visualization techniques to solve real-world urban development challenges. Whether you are an urban planner, engineer, data analyst, or looking to transition into a data-focused career, this course will provide you with the essential skills to succeed in the rapidly evolving field of urban data science.

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่ฏพ็จ‹่ฏฆๆƒ…

โ€ข Unit 1: Introduction to Machine Learning & Urban Data Visualization
โ€ข Unit 2: Data Preprocessing for Urban Data Analysis
โ€ข Unit 3: Supervised Learning Algorithms in Machine Learning
โ€ข Unit 4: Unsupervised Learning Algorithms in Machine Learning
โ€ข Unit 5: Deep Learning for Urban Data Analysis
โ€ข Unit 6: Evaluation Metrics for Machine Learning Models
โ€ข Unit 7: Data Visualization Techniques for Urban Data
โ€ข Unit 8: Interactive Data Visualization with Urban Data
โ€ข Unit 9: Machine Learning Applications in Urban Planning
โ€ข Unit 10: Ethics and Bias in Machine Learning & Data Visualization

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็คบไพ‹่ฏไนฆ่ƒŒๆ™ฏ
CERTIFICATE IN MACHINE LEARNING & URBAN DATA VISUALIZATION
ๆŽˆไบˆ็ป™
ๅญฆไน ่€…ๅง“ๅ
ๅทฒๅฎŒๆˆ่ฏพ็จ‹็š„ไบบ
London School of International Business (LSIB)
ๆŽˆไบˆๆ—ฅๆœŸ
05 May 2025
ๅŒบๅ—้“พID๏ผš s-1-a-2-m-3-p-4-l-5-e
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