Predictive Analytics

Certify and Increase Opportunity.
Be
Govt. Certified Predictive Analytics Professional

Predictive Analytics & Big Data

• Predictive Analytics and Big Data
• Evolution of Predictive Analytics

Process & Application

• Applications of Predictive Analytics
• Predictive Analytics Process and Technology
• Practice: Identifying the Type of Analytics

Key Statistical Concepts

• Importance of Statistics in Analytics
• Overview of Probability Theory
• Using Statistics in Predictive Analytics

Correlation & Regression

• Introduction
• Practice: Applying Statistical Approaches

Data Collection & Exploration

• Data Needs and Sources
• Collection of Data and Exploration

Data Mining, Data Distributions, & Hypothesis Testing

• Data Mining and Analytics
• Hypothesis Testing and Data Distributions
• Practice: Data Mining Methods

Data Preprocessing

• Pre-processing Data

Data Reduction & Exploratory Data Analysis (EDA)

• Data Reduction with PCA and Factor Analysis
• Tools for Exploratory Data Analysis (EDA)
• Practice: Using PCA for Feature Selection

A/B Testing, Bayesian Networks, and Support Vector Machine

• A/B Testing
• Naïve Bayes and Bayesian Belief Networks
• Support Vector Machines
• Practice: Applying Predictive Approaches

Artificial Neural Networks

• K-Nearest Neighbor (k-NN)
• K-Nearest Neighbor (k-NN) & Artificial Neural Networks

Clustering Techniques

• Using Clustering Techniques
• K-Means Clustering
• Hierarchical Clustering and DBSCAN

Linear and Logical Regression

• Linear Regression
• Logistic Regression
• Practice: Linear Regression Inference

Text Mining & Social Network Analysis

• Text Mining
• Social Network and Media Analytics

Time Series Modeling

• Introduction to Time Series
• Time Series Forecasting Models
• Practice: Time Series Modeling Concepts

Machine Learning, Propensity Score, & Segmentation Modeling

• Machine Learning
• Propensity Score and Segmentation Modeling

Random Forests & Uplift Models

• Random Forests
• Uplift Models
• Practice: Advanced Predictive Tools

Model Life Cycle Management

• Introducing Model Life Cycle Management

Model Development, Validation, & Evaluation

• Model Building
• Validation and Model Considerations
• Model Evaluation
• Practice: Classification Model Performance

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https://www.vskills.in/certification/big-data/predictive-analytics-certification