Statistical Modelling Training Program

Enroll in Zeblearns Statistical Modeling Training Program to master the techniques and methodologies used in statistical analysis and modeling. Learn about various statistical models, regression analysis, hypothesis testing, and data interpretation. Gain hands-on experience through practical exercises and real-world projects. Equip yourself with the skills needed to analyze and model complex data sets effectively. Register now for comprehensive training with Zeblearn.

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Course content

About Statistical Modelling Training Program

Overview of statistical models and their applications

Understanding the role of data in modelling

Types of models: deterministic vs. probabilistic

Key concepts: parameters, estimators, variables

Simple and multiple linear regression analysis

Model assumptions and diagnostics

Parameter estimation (Ordinary Least Squares - OLS)

Hypothesis testing: t-tests, F-tests, and confidence intervals

Introduction to GLMs: logistic regression, Poisson regression

Link functions and error distributions

Maximum Likelihood Estimation (MLE)

Model interpretation and goodness of fit (AIC, BIC)

Concepts of time series data and stochastic processes

ARIMA (Auto-Regressive Integrated Moving Average) models

Seasonal decomposition of time series (STL)

Forecasting and evaluation of models

Polynomial regression and spline models

Understanding non-linear relationships

Introduction to machine learning-based models (decision trees, random forests)

Model comparison and validation techniques

Cross-validation techniques (K-fold, leave-one-out)

Overfitting and underfitting in statistical models

Model selection criteria (AIC, BIC, R-squared, adjusted R-squared)

Regularization techniques: Ridge and Lasso regression

Principal Component Analysis (PCA) and factor analysis

Canonical correlation analysis

Cluster analysis and classification models

Applications in finance, economics, and social sciences

Why Should You Learn Statistical Modelling Training?

The annual salary of an Statistical Modelling is $125k.

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What you will get at Zeblearnindia Learning?

Zeblearnindia Learning is a premier institute offering training in SAP Online Courses, Web Designing, Data Science, Full-Stack Development, Salesforce, Workday, Machine Learning, Software Testing, and Video Editing. With the option to choose between online and offline (classroom) learning, our well-structured courses cater to students, working professionals, business owners, and entrepreneurs. Here’s what you can expect at Zeblearnindia Learning:

Expert-Led Training
Globally Recognized Certifications
100% Job Placement Support
Hands-On Learning
Flexible Learning Options
Affordable Course Fees
Career Growth Opportunities

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We are proud to offer our Statistical Modelling Training Program services across numerous states nationwide.

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