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 San Francisco 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 San Francisco 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 San Francisco, 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 San Francisco 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 San Francisco, 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 San Francisco 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.

San Francisco has a population over 850,000 and is the birthplace of the United Nations. It is also known as the cultural, commercial, and financial center of Northern California. It’s no surprise to hear that there are more than 50 hills in the city and that in the last 30 years there have been 5 earthquakes with a magnitude of 5 or over.

 

The city is also well known for its influence in performing arts; the War Memorial and Performing Arts Centre host the second largest opera company in North America as well as the San Francisco ballet. Iconic landmarks in the city include the Golden Gate Bridge and Alamo Square Park.


San Francisco is home to the University of California’s health and biomedical science campus and Hastings College of Law. The University has around 30,000 students and it awards undergraduate, master’s and doctoral degrees.

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Address

Best Western Plus Americana Hotel

121 Seventh Street

San Francisco

California

94103

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 San Francisco. 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 San Francisco, 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

Leverage benefits offered from a certification that fits your unique business or project needs

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Maximise your training budget

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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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 San Francisco 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 San Francisco starts from $3195
The Knowledge Academy is the Leading global training provider for Predictive Analytics Course.
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Why choose us

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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.

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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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