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 Houston 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 Houston 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 Houston, 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 Houston 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 Houston, 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 Houston 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.

Houston is the largest and most populated city in Texas and the American South. It is the fourth crowed city in the United States of America. It has a population of approximately over 2 million citizens. Houston is home to the Houston Independent School District (HISD) which consists of 17 school districts and 112 campuses, making it the seventh largest school district in the United States. Houston offers magnet or vanguard schools specialising in the sciences, visual and performing arts, and health professions. Houston also has charter schools and some public school districts also have their own charter schools. The city also has over 300 private schools which are accredited by Texas Private School Accreditation Commission. Houston also has Houston Area Independent Schools which offer different religious and secular viewpoints. The Archdiocese of Galveston-Houston operate the Houston Catholic schools.Huston is also home to 3 community colleges which use either the Houston Community College System or the Lone Star College System in the North-Western through North-Eastern part of Houston. Both of these are part of the 10 largest institutions of higher learning in the United States. The South-Eastern part of Houston is assisted by San Jacinto College with the Lee College serving the North-Eastern part of the city. The city also offers several private institutions of higher learning including many colleges and universities including The University of St. Thomas which is a liberal arts college as well as the Rice University which is a Catholic University with over 6,000 students enrolled. Houston provides students our separate and distinct state universities. The University of Houston is a Tier One research university and is nationally recognised. The university was established in 1927 and is the third largest university in Texas with over 40,000 students following the University of Houston System. The city also provides two stand-alone universities: The University of Houston–Clear Lake (UHCL) which was established in 1971 and teaches over 8,000 students and University of Houston–Downtown which was founded in 1974 and has nearly 14,000 students attending. Houston is also home to Texas Southern University (TSU) which is a historically black university (HBCU); it was founded in 1927 as Houston Coloured Junior College. It now teaches nearly 10,000 students.

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Address

Post Oak Central, 

1980 Post Oak Blvd

15th Floor 

Houston

Texas

United States

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 Houston. 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 Houston, 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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Tailored learning experience

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Cut unnecessary costs and focus your entire budget on what really matters, the training.

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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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The course know-how will help you track and evaluate your employees' progression and performance with relative ease

What our customers are saying

Predictive Analytics Course in Houston FAQs

Predictive Analytics involves using Machine Learning techniques and statistical algorithms to analyze past data and predict future outcomes or trends. It helps forecast possibilities, anticipate behaviors, and make informed decisions by identifying patterns in data.
The training fees for Predictive Analytics Coursein Houston starts from $3195
The Knowledge Academy is the Leading global training provider for Predictive Analytics Course.
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Best price in the industry

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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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