Advanced Machine Learning
Intelligence
Predictive Analytics Overview
Analytical Statistics
Analyzing Customer Behavior with Text Analytics
Intelligence
Prescriptive Analytics
Business Analytics
Statistical Analysis in Business 
Time Series Analysis,
Machine Learning Models Prescriptive Analytics Recommends actions based on data analysis
...SAS: A software suite used for
advanced analytics, business intelligence, and data management
...
Overview 
Predictive Analytics: Uses statistical models and
machine learning techniques to forecast future outcomes based on historical data
...Visualization SAS A software suite used for
advanced analytics, business intelligence, and data management
...
Intelligence 
It answers the question, "Why did it happen?" Predictive Intelligence: This type uses statistical models and
machine learning techniques to forecast future outcomes based on historical data
...Machine Learning and AI:
Advanced analytics techniques, including machine learning and artificial intelligence, enhance predictive capabilities and automate data analysis processes
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Predictive Analytics Overview 
Predictive analytics is a branch of
advanced analytics that uses historical data, statistical algorithms, and
machine learning techniques to identify the likelihood of future outcomes based on historical data
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Analytical Statistics 
Methods include linear regression, logistic regression, and
machine learning algorithms
...Complexity:
Advanced statistical techniques may require specialized knowledge that not all business analysts possess
...
Analyzing Customer Behavior with Text Analytics 
By leveraging natural language processing (NLP) and
machine learning techniques, organizations can extract valuable insights from customer feedback, social media interactions, online reviews, and other text-based sources
...Scalability: Analyzing large volumes of text data can require significant computational resources and
advanced algorithms
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Intelligence 
Artificial Intelligence (AI): Enhances data analysis through
machine learning algorithms that can identify patterns and make predictions
...Cost: Implementing
advanced BI tools and technologies may require significant investment
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Prescriptive Analytics (K) 
Overview Prescriptive analytics employs
advanced analytical techniques, including optimization, simulation, and
machine learning, to evaluate potential outcomes and recommend the best course of action
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Business Analytics 
Predictive Analytics: This involves using statistical models and
machine learning techniques to forecast future outcomes based on historical data
...SAS A software suite used for
advanced analytics, business intelligence, and data management
...
Understanding Data Analytics 
Root cause analysis, performance analysis Predictive Analytics Uses statistical models and
machine learning techniques to forecast future outcomes
...Several tools and technologies are available to facilitate data analytics, ranging from simple spreadsheet applications to
advanced machine learning platforms
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