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Panel Data Analysis with R

Panel Data Analysis with R

In this 1-hour long project-based course, you will learn how to conduct Panel Data (Regression) Analysis.

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  • 2 hours
  • English
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Managing Relational Databases

Managing Relational Databases

Students will learn about the structure and design of relational databases including primary and foreign key fields, one-to-many and one-to-one relationships. Students will learn about the Structured Query Language (SQL) and use SQL to examine the database structure. They will also learn to create and manage databases, tables, and records. The focus of the course is on data analysis. Students will start with basic SQL queries then learn to add conditional statements, and logical, comparison and arithmetic operators.

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  • 18 hours
  • English
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Introduction to Data Science and scikit-learn in Python

Introduction to Data Science and scikit-learn in Python

This course will teach you how to leverage the power of Python and artificial intelligence to create and test hypothesis. We'll start for the ground up, learning some basic Python for data science before diving into some of its richer applications to test our created hypothesis. We'll learn some of the most important libraries for exploratory data analysis (EDA) and machine learning such as Numpy, Pandas, and Sci-kit learn.

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  • 14 hours
  • English
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Spatial Data Science and Applications

Spatial Data Science and Applications

Spatial (map) is considered as a core infrastructure of modern IT world, which is substantiated by business transactions of major IT companies such as Apple, Google, Microsoft, Amazon, Intel, and Uber, and even motor companies such as Audi, BMW, and Mercedes. Consequently, they are bound to hire more and more spatial data scientists.

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  • 12 hours
  • English
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Network Analysis in Systems Biology

Network Analysis in Systems Biology

This course introduces data analysis methods used in systems biology, bioinformatics, and systems pharmacology research. The course covers methods to process raw data from genome-wide mRNA expression studies (microarrays and RNA-seq) including data normalization, clustering, dimensionality reduction, differential expression, enrichment analysis, and network construction. The course contains practical tutorials for using several bioinformatics tools and setting up data analysis pipelines, also covering the mathematics behind the methods applied by these tools and workflows.

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  • 30 hours
  • English
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Precalculus: Relations and Functions

Precalculus: Relations and Functions

This course helps to build the foundational material to use mathematics as a tool to model, understand, and interpret the world around us. This is done through studying functions, their properties, and applications to data analysis. Concepts of precalculus provide the set of tools for the beginning student to begin their scientific career, preparing them for future science and calculus courses. This course is designed for all students, not just those interested in further mathematics courses.

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  • 12 hours
  • English
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Data Analysis in Python: Using Numpy for Analysis

Data Analysis in Python: Using Numpy for Analysis

This Guided Project Data Analysis in Python: Using Numpy for Analysis is for Intermediate Python learners.

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  • 3 hours
  • English
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Doing more with Google Sheets

Doing more with Google Sheets

Google Sheets is a robust, cloud-based application that empowers you to create sophisticated spreadsheets. Whether you are working at your desk—or from your smartphone or tablet on-the-go—Google Sheets helps you organize, analyze, and share your most important data. In this course for Sheets users, you’ll learn how to make your own supercharged spreadsheets, incorporating powerful functions and visualizations to accelerate your data analysis and share meaningful insights with your team. Follow along with exercises and a companion spreadsheet to practice new skills as you encounter them.

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  • 5 hours
  • English
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Deploy and Maintain Power BI Assets and Capstone project

Deploy and Maintain Power BI Assets and Capstone project

This course forms part of the Microsoft Power BI Analyst Professional Certificate. This Professional Certificate consists of a series of courses that offers a good starting point for a career in data analysis using Microsoft Power BI. In this course, you’ll learn how to deploy and maintain assets in Power BI. Through hands-on exercises, you’ll explore the process of creating, implementing, and managing Power BI workspaces.You’ll also implement security and monitoring to protect data in organizations.

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  • 4 hours
  • English
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Create Your First Python Program From UST

Create Your First Python Program From UST

Welcome to this Guided Project on Creating Your First Python Program, From UST. For more than 20 years, UST has worked side by side with the world’s best companies to make a real impact through transformation. Powered by technology, inspired by people and led by their purpose, they partner with clients from design to operation. With this Guided Project from UST, you can quickly build in-demand job skills and expand your career opportunities in the Computer Science field by learning the foundational elements of the Python programming language and its basic syntax.

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  • 2 hours
  • English
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Meta Marketing Science Certification Exam

Meta Marketing Science Certification Exam

This course helps you prepare for the Meta Marketing Science Certification exam. You’ll be guided through scheduling and taking the exam through Meta Blueprint. You’ll get access to the study guide and other resources to help you prepare for the exam.

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  • 1 hour
  • English
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Bayesian Statistics: Time Series Analysis

Bayesian Statistics: Time Series Analysis

This course for practicing and aspiring data scientists and statisticians. It is the fourth of a four-course sequence introducing the fundamentals of Bayesian statistics. It builds on the course Bayesian Statistics: From Concept to Data Analysis, Techniques and Models, and Mixture models. Time series analysis is concerned with modeling the dependency among elements of a sequence of temporally related variables. To succeed in this course, you should be familiar with calculus-based probability, the principles of maximum likelihood estimation, and Bayesian inference.

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  • 22 hours
  • English
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Customer Relationship Management

Customer Relationship Management

Customer Relationship Management (CRM) is a comprehensive course that explores various aspects of CRM, from data-driven strategies to customer segmentation and loyalty programs. The course is designed in three stages, each building upon the previous one, and includes self-paced learning with pre-recorded video lectures, exercises, and interactive quizzes.

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  • 9 hours
  • English
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Regression Modeling in Practice

Regression Modeling in Practice

This course focuses on one of the most important tools in your data analysis arsenal: regression analysis. Using either SAS or Python, you will begin with linear regression and then learn how to adapt when two variables do not present a clear linear relationship. You will examine multiple predictors of your outcome and be able to identify confounding variables, which can tell a more compelling story about your results.

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  • 11 hours
  • English
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Analyze Datasets and Train ML Models using AutoML

Analyze Datasets and Train ML Models using AutoML

In the first course of the Practical Data Science Specialization, you will learn foundational concepts for exploratory data analysis (EDA), automated machine learning (AutoML), and text classification algorithms. With Amazon SageMaker Clarify and Amazon SageMaker Data Wrangler, you will analyze a dataset for statistical bias, transform the dataset into machine-readable features, and select the most important features to train a multi-class text classifier.

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  • 14 hours
  • English
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Data Analytics in Accounting Capstone

Data Analytics in Accounting Capstone

This capstone is the last course in the Data Analytics in Accountancy Specialization. In this capstone course, you are going to take the knowledge and skills you have acquired from the previous courses and apply them to a real-world problem.

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  • 19 hours
  • English
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Program Design & Evaluation for Health Systems Strengthening

Program Design & Evaluation for Health Systems Strengthening

This course provides an introduction to designing and evaluating to strengthen the health system. After successful completion of all learning activities, course participants will be able to: 1. Define health systems strengthening 2. Describe health systems frameworks and how to incorporate them into evaluation planning 3. Describe how to design and prioritize implementation of health systems programs 4. Detail approaches to evaluate health systems programs, including data sources and study design 5.

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  • 8 hours
  • English
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Optimizing Performance of LookML Queries

Optimizing Performance of LookML Queries

This is a Google Cloud Self-Paced Lab. In this lab, you'll learn the best methods to optimize query performance in Looker. Looker is a modern data platform in Google Cloud that you can use to analyze and visualize your data interactively. You can use Looker to do in-depth data analysis, integrate insights across different data sources, build actionable data-driven workflows, and create custom data applications. Big, complex queries can be costly, and running them repeatedly strains your database, thereby reducing performance.

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  • 2 hours
  • English
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Household Surveys for Program Evaluation in LMICs

Household Surveys for Program Evaluation in LMICs

This course provides an introduction to household surveys for program evaluation in low-and middle-income countries. The course will equip you with skills to: 1. Explain what coverage is, why it’s important in evaluations, and how it is measured 2. Describe what household surveys can and cannot measure 3. Plan, implement, and analyze household survey, including: 4. Calculate an appropriate household survey sample size 5. Explain the resources required for a household survey 6. Identify an appropriate sampling design 7. Design a questionnaire 8.

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  • 27 hours
  • English
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MongoDB Aggregation Framework

MongoDB Aggregation Framework

This course will teach you how to perform data analysis using MongoDB's powerful Aggregation Framework. You'll begin this course by building a foundation of essential aggregation knowledge. By understanding these features of the Aggregation Framework you will learn how to ask complex questions of your data.

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  • 19 hours
  • English
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Foundations of Business Intelligence

Foundations of Business Intelligence

This is the first of three courses in the Google Business Intelligence Certificate, which will help develop the skills needed to apply for entry-level roles as a business intelligence (BI) professional. People who work in BI help organizations access the right data, use data to help businesses grow and improve, and put insights into action. In this course, you’ll discover the role of BI professionals within an organization and explore BI tools you can use on the job.

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  • 25 hours
  • English
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Social Network Analysis

Social Network Analysis

The "Social Network Analysis" course offers a comprehensive exploration of the intricate relationships within social networks, emphasizing the theoretical and practical applications of network analysis.

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  • 10 hours
  • English
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Performance Assessment in the Virtual Classroom

Performance Assessment in the Virtual Classroom

Welcome to Performance Assessment in the Virtual Classroom! This course will help you effectively assess student performance virtually, including compliance issues, feedback models, online grade book functions, and data analysis.

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  • 11 hours
  • English
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برنامج Power BI للمبتدئين: تصور البيانات

برنامج Power BI للمبتدئين: تصور البيانات

سألت قبل كدة إزاي بيتم إنشاء الرسومات البيانية وعرضها في تقرير يُوضّح لنا أبرز المعلومات والإحصاءات والأرقام التي تخص موضوع مُعيّن؟ ده يتم عن طريق ال Data Analysis and Visualization باستخدام بعض الأدوات المُختصة في تحليل البيانات ومن أبرزها وأهمها حاليًا هو Power BI.

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  • 1 hour
  • Arabic
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تحليل البيانات ب R: التنبؤ بتحليل الانحدار

تحليل البيانات ب R: التنبؤ بتحليل الانحدار

خلال هل مشروع راح تكون قادر تعمل predictive data analysis with regression يعني إستخدام البيانات للتحليل والتنبؤ من خلال طريقة الانحدار الخطّي ب-R Programming language.

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  • 2 hours
  • Arabic
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