Course information

Predictive Analytics Training Course Outline

Module 1: Introduction to Predictive Analytics

  • What is Predictive Analytics?
  • How Predictive Analytics Works?
  • Business Intelligence
  • Business Intelligence Lifecycle
  • Predictive Analytics Vs Business Intelligence
  • Predictive Analytics Challenges

Module 2: Setting Up the Problem

  • Predictive Analytics Processing Steps
  • Target Variable
  • Success Measures for Predictive Models
  • Data for Predictive Modeling

Module 3: Understanding the Data

  • Single and Multiple Variables         
  • Data Visualization
  • Histograms

Module 4: Data Preparation

  • Data Cleaning
  • Feature Creation

Module 5: Itemsets and Association Rules

  • Association Rules
  • Parameter Settings
  • Data Organization Techniques
  • Deploying Association Rules
  • Making Classification Rules from Association Rules

Module 6: Descriptive Modeling

  • Introduction to Descriptive Modeling
  • Principal Component Analysis
  • Clustering Algorithms

Module 7: Interpreting Descriptive Models

  • Introduction to Descriptive Analytics
  • How does Descriptive Analytics Work?
  • Advantages of Descriptive Analytics

Module 8: Predictive Modeling

  • Introduction to Predictive Modeling
  • Decision Tree
  • Types of Decision Tree
  • Logistic Regression
  • Neural Networks
  • K-Nearest Neighbour
  • Naïve Bayes
  • Linear Regression

Module 9: Predictive Models Assessment

  • Introduction to Predictive Models Assessment
  • Metrics to Evaluate Predictive Models

Module 10: Model Ensembles

  • Ensemble Modeling
  • Types of Model Ensembles
  • Bias Variance Trade-Off
  • Bagging and Boosting
  • Interpreting Model Ensembles

Module 11: Text Mining

  • Introduction to Text Mining
  • Structured Vs Unstructured Data
  • Text Mining Applications
  • Steps of Data Preparation
  • Regular Expressions

Module 12: Predictive Model Deployment

  • Introduction to Predictive Model Deployment
  • Building Predictive Models

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Who should attend this Predictive Analytics Training Course?

This Predictive Analytics Course in Detroit aims to provide professionals with the core concepts, techniques, and tools used to predict future events based on historical data and delves into the various stages of the analytics life cycle. This course can help various professionals, including:

  • Data Scientists
  • Business Analysts
  • Marketing Analysts
  • Financial Analysts
  • Business Intelligence Professionals
  • Risk Managers
  • CRM Professionals

Prerequisites of the Predictive Analytics Training Course

There are no formal prerequisites required for attending this Predictive Analytics Course.

Predictive Analytics Training Course Overview

Predictive analytics is a powerful tool in the data science domain that plays a crucial role in foreseeing unknown future events that organizations must navigate. Utilizing techniques like data mining, modeling, statistics, artificial intelligence, and machine learning, Predictive Analytics Course in Detroit empowers organizations to identify forthcoming risks and opportunities by deciphering patterns within transactional and historical data.

Proficiency in Predictive Analytics is indispensable for a range of professionals in Detroit, including Data Scientists, Business Analysts, Marketing Experts, Financial Analysts, and decision-makers in diverse industries. As organizations seek a competitive edge, predictive analytics offers a strategic advantage, allowing professionals to anticipate market trends, customer behaviors, and operational efficiencies.

The 2-day course in Detroit provides delegates with knowledge on essential aspects like data cleaning, feature creation, item sets, and association rules. This course equips delegates with the knowledge to uncover valuable patterns and associations within data. Regardless of their field, individuals keen on augmenting their data science skill set will benefit from this training, gaining familiarity with predictive modeling techniques

Course Objectives

  • To master the Predictive Analytics process, including data cleaning and feature creation
  • To gain proficiency in uncovering valuable patterns and associations using itemsets and association rules
  • To explore various predictive modeling techniques, such as logistic regression and Naïve Bayes
  • To develop the skills to apply predictive models effectively in real-world scenarios
  • To enhance decision-making by leveraging data-driven predictions and insights
  • To empower organizations to become forward-looking and proactive using Predictive Analytics

By the end of this course in Detroit, the delegates will possess the skills to develop and apply predictive models effectively, enabling them to make data-driven predictions, optimize decision-making processes, and unlock new avenues for organizational growth.

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What’s included in this Predictive Analytics Training Course?

  • World-Class Training Sessions from Experienced Instructors
  • Predictive Analytics Certificate
  • Digital Delegate Pack

Why choose us

Our Detroit venue

Includes..

Free Wi-Fi

To make sure you’re always connected we offer completely free and easy to access wi-fi.

Air conditioned

To keep you comfortable during your course we offer a fully air conditioned environment.

Full IT support

IT support is on hand to sort out any unforseen issues that may arise.

Video equipment

This location has full video conferencing equipment.

Detroit is the largest city in the state of Michigan, United States. It is located on the United States-Canada border and has a population of around 680,000 people. Denver’s growth is mostly to be credited to the expansion of the automobile industry as they supplied a lot of automotive support for the Allied powers during World War II. Detroit Public Schools govern 66,000 students and it is the largest district in Michigan. Detroit also has a population of charter school students at a rate of about 56,000 pupils. There are many private schools in Detroit including 110 Roman Catholic grade schools which are operated by the Archdiocese of Detroit. Detroit is home to many further education establishments including Wayne State University, University of Detroit Mercy, University of Detroit Mercy School of Law and Sacred Heart Major Seminary. Wayne State University is a national research university which focuses on medical and law majors but offers hundreds of other different academic programs. The University of Detroit Mercy is a Roman Catholic co-educational facility which is affiliated with Sisters of Mercy and Society of Jesus. It provides a wide variety of different academic degrees in a range of different subjects including dentistry, law, architecture and nursing. Sacred Heart Major Seminary is affiliated with the Pontifical University of Saint Thomas Aquinas, Angelicum in Rome. It was founded in 1919 and provides students with pontifical degrees and civil graduate or undergraduate degrees. Students are welcome to be clerical or lay. The University of Michigan was originally established in Detroit in 1817 but was then moved to Ann Arbor in 1837. Other further education facilities include the College for Creative Studies, Lewis College of Business and Marygrove College. The Michigan State University College of Osteopathic Medicine based in East Lansing also has a satellite campus based in the Detroit Medical Center. 

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Address

Detroit, Michigan

T: +1 7204454674

Ways to take this course

Experience live, interactive learning from home with The Knowledge Academy's Online Instructor-led Predictive Analytics Course in Detroit. Engage directly with expert instructors, mirroring the classroom schedule for a comprehensive learning journey. Enjoy the convenience of virtual learning without compromising on the quality of interaction.

Unlock your potential with The Knowledge Academy's Predictive Analytics Course in Detroit, accessible anytime, anywhere on any device. Enjoy 90 days of online course access, extendable upon request, and benefit from the support of our expert trainers. Elevate your skills at your own pace with our Online Self-paced sessions.

Streamline large-scale training requirements with The Knowledge Academy's In-house/Onsite at your business premises. Experience expert-led classroom learning from the comfort of your workplace and engage professional development.

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Team building opportunity

Our offers a unique chance for your team to bond and engage in discussions, enriching the learning experience beyond traditional classroom settings

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Predictive Analytics Course in Detroit FAQs

Predictive Analytics employs statistical algorithms, Data Analysis, and Machine Learning to anticipate future outcomes based on past data and trends. It focuses on extracting patterns, identifying correlations, and predicting future events or behaviours.
There are no formal prerequisites for attending this Predictive Analytics Training Course.
This certification offers benefits like improved decision-making, enhanced efficiency, competitive advantage, risk mitigation, revenue growth, and expanded career opportunities. Learn Predictive Analytics with The Knowledge Academy’s comprehensive training.
This Online Predictive Analytics Course is ideal for Data Analysts, Business Analysts, Statisticians, Marketing Professionals, and anyone keen on leveraging data to forecast trends, make strategic decisions, and drive business growth.
The Knowledge Academy provides flexible self-paced training for this course. Self-paced training is beneficial for individuals who have an independent learning style and wish to study at their own pace and convenience.
This course comes with a 2-day training session from experienced trainers, a digital delegate pack, and a certificate upon completion of the course.
Yes. The Knowledge Academy offers 24/7 support for delegates before, during, and after this training course.
The duration of this Predictive Analytics Online Course spans across 2 days.
Yes, we provide corporate training for this Predictive Analytics Certification Course, tailored to fit your organisation’s requirements.
Learn Predictive Analytics to unlock roles like Data Scientist, Business Analyst, and Marketing Analyst. These skills are valuable across industries for forecasting trends, optimising strategies, and making data-driven decisions in finance, healthcare, supply chain, and research domains.
Common tools include R, Python, TensorFlow, SAS, SPSS, Tableau, and Power BI for statistical analysis, Machine Learning, data manipulation, and visualisation.
You'll learn predictive modelling fundamentals, data preprocessing, various algorithms like regression and neural networks, model evaluation, and practical application to real-world scenarios.
Difficulty varies based on prior knowledge. We cater to all levels with comprehensive materials, exercises, and expert guidance to ensure effective learning.
Key techniques include regression, decision trees, neural networks, time series analysis, ensemble methods, and clustering for forecasting and pattern recognition.
Predictive analytics forecasts future events using historical data, while descriptive analytics summarises past data to understand what happened and why.
Challenges include data quality, model selection, overfitting, interpretability, domain knowledge integration, and deployment into existing systems.
Ethical considerations involve fairness, privacy, transparency, accountability, and regular monitoring to mitigate risks associated with biases and privacy violations.
The training fees for Predictive Analytics Course certification in Detroit starts from $3195
The Knowledge Academy is the Leading global training provider for Predictive Analytics Course.
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Many delivery methods

Flexible delivery methods are available depending on your learning style.

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High quality resources

Resources are included for a comprehensive learning experience.

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"Really good course and well organised. Trainer was great with a sense of humour - his experience allowed a free flowing course, structured to help you gain as much information & relevant experience whilst helping prepare you for the exam"

Joshua Davies, Thames Water

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