Certificate in Predictive Analytics: Core Principles
-- viewing nowThe Certificate in Predictive Analytics: Core Principles is a comprehensive course designed to equip learners with essential skills in predictive analytics. This course is crucial in today's data-driven world, where businesses rely heavily on data analysis to make informed decisions.
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Course Details
• Introduction to Predictive Analytics: Defining predictive analytics, understanding its role in data-driven decision making, and exploring real-world applications.
• Data Preparation for Predictive Modeling: Data preprocessing, data cleansing, data transformation, and feature engineering.
• Statistical Foundations: Descriptive and inferential statistics, probability distributions, statistical inference, and hypothesis testing.
• Predictive Modeling Techniques: Regression analysis, decision trees, random forests, logistic regression, and ensemble methods.
• Time Series Analysis: Autoregressive (AR), moving average (MA), and autoregressive moving average (ARMA) models, seasonality, and forecasting.
• Machine Learning Algorithms: Supervised and unsupervised learning algorithms, model selection, and model evaluation.
• Data Visualization and Exploratory Data Analysis: Data storytelling, data visualization techniques, and visualization tools.
• Ethics in Predictive Analytics: Data privacy, data security, model transparency, and ethical considerations in predictive analytics.
• Communicating Predictive Analytics Results: Report writing, dashboard creation, and presenting predictive analytics results.
Career Path
Entry Requirements
- Basic understanding of the subject matter
- Proficiency in English language
- Computer and internet access
- Basic computer skills
- Dedication to complete the course
No prior formal qualifications required. Course designed for accessibility.
Course Status
This course provides practical knowledge and skills for professional development. It is:
- Not accredited by a recognized body
- Not regulated by an authorized institution
- Complementary to formal qualifications
You'll receive a certificate of completion upon successfully finishing the course.
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