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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
Who should attend this Predictive Analytics Training Course?
This Predictive Analytics Course in Albany, NY 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 Albany, NY 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 Albany, NY, 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 Albany, NY 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 Albany, NY, 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.
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 Albany, NY venue
Includes..
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.
Ways to take this course
Experience live, interactive learning from home with The Knowledge Academy's Online Instructor-led Predictive Analytics Course in Albany, NY. 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 Albany, NY, 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.
Tailored learning experience
Leverage benefits offered from a certification that fits your unique business or project needs
Maximise your training budget
Cut unnecessary costs and focus your entire budget on what really matters, the training.
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
Monitor employees progress
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 Albany, NY 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 Albany, NY starts from $3195
The Knowledge Academy is the Leading global training provider for Predictive Analytics Course.
Please see our Data Science Courses courses available in Albany, NY
Why choose us
Best price in the industry
You won't find better value in the marketplace. If you do find a lower price, we will beat it.
Many delivery methods
Flexible delivery methods are available depending on your learning style.
High quality resources
Resources are included for a comprehensive learning experience.
"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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