Overview of Course

Learn the fundamental concepts of data mining and predictive analytics to extract useful business insights from large datasets using Oracle Database 19c.

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Course Highlights

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Gain hands-on experience with Oracle Data Mining tools and techniques

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Learn how to build and evaluate predictive models

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Learn from experienced industry professionals




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Skills You’ll Learn

#1

Understanding of data mining concepts and techniques

#2

Ability to use Oracle Data Mining tools and techniques

#3

Ability to build and evaluate predictive models

#4

Ability to discover hidden patterns in large datasets

Training Options

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1-on-1 Training

On Request
  • Option Item Access to live online classes
  • Option Item Flexible schedule including weekends
  • Option Item Hands-on exercises with virtual labs
  • Option Item Session recordings and learning courseware included
  • Option Item 24X7 learner support and assistance
  • Option Item Book a free demo before you commit!
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Corporate Training

On Request
  • Option Item Everything in 1-on-1 Training plus
  • Option Item Custom Curriculum
  • Option Item Extended access to virtual labs
  • Option Item Detailed reporting of every candidate
  • Option Item Projects and assessments
  • Option Item Consulting Support
  • Option Item Training aligned to business outcomes
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Course Reviews

Curriculum

  • Understanding data mining concepts
  • Familiarizing with CRISP-DM methodology for data mining

  • Selecting relevant data for analysis
  • Cleaning the data and removing inconsistencies
  • Transforming the data into appropriate formats for analysis
  • Reducing the amount of data to be analyzed

  • Analyzing relationships between variables
  • Conducting market basket analysis
  • Applying the Apriori algorithm for association rule mining

  • Understanding decision trees and their applications
  • Using Naïve Bayes for classification
  • Analyzing K-Nearest Neighbors for classification
  • Conducting linear regression

  • Understanding K-Means clustering
  • Analyzing Hierarchical Clustering

  • Evaluating data mining models using appropriate metrics
  • Understanding how to deploy models in real-world applications

  • Understanding clustering and its applications
  • Creating clustering models using Oracle Data Miner
  • Evaluating clustering models using different metrics
  • Applying clustering models to real-world data

  • Understanding market basket analysis and its applications
  • Creating association rules using Oracle Data Miner
  • Evaluating association rules using different metrics
  • Applying association rules to real-world data

  • Understanding anomaly detection and its applications
  • Creating anomaly detection models using Oracle Data Miner
  • Evaluating anomaly detection models using different metrics
  • Applying anomaly detection models to real-world data

  • Exporting data mining models for deployment
  • Using the SQL scoring function to apply models to new data
  • Using the PL/SQL scoring function to apply models to new data
  • Understanding the limitations and challenges of deploying data mining models in practice.
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Description

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Target Audience:

  • Data analysts
  • Business analysts
  • Data scientists
  • Database developers
  • IT professionals
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Prerequisite:

  • Knowledge of SQL
  • Familiarity with database concepts
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Benefits of the course:

  • Gain in-demand skills for data mining and predictive analytics
  • Boost your career prospects with valuable skills
  • Learn from experienced industry professionals
  • Hands-on experience with Oracle Data Mining tools and techniques
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Exam details to pass the course:

  • No exam required.
  • Course completion certificate will be provided.
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Certification path:

  • There are no specific certifications associated with this course.
     
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Career options:

  • Data analyst
  • Business analyst
  • Data scientist
  • Database developer
  • IT professional

Why should you take this course from Skillzcafe:

Skillzcafe
Why should you take this course from Skillzcafe:
  • Bullet Icon Learn from experienced industry professionals
  • Bullet Icon Hands-on experience with Oracle Data Mining tools and techniques
  • Bullet Icon Flexible learning options
  • Bullet Icon Affordable pricing
  • Bullet Icon Course completion certificate

FAQs

The course is about learning how to use Oracle Data Mining, a component of Oracle Advanced Analytics, to build and apply predictive models.

Basic understanding of data mining concepts and techniques

Familiarity with data warehousing concepts and Oracle Database

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