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