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Advanced Statistical Techniques for Data Science
Coursera
Specialization
Unknown

Advanced Statistical Techniques for Data Science

Illinois Tech

Explore advanced statistical methods including regression, diagnostics, variable selection, and Bayesian statistics for comprehensive data analysis.

UnknownEnglish

About this Course

This specialization provides a comprehensive understanding of advanced statistical techniques used in data science. Learners will explore linear regression, model diagnostics, variable selection, Bayesian statistics, and data preparation. The courses are designed to equip data scientists and researchers with the skills needed to analyze complex data sets and draw meaningful conclusions

What You'll Learn

  • Perform linear and nonlinear regression analysis using R
  • Diagnose and remediate issues in regression models
  • Apply Bayesian statistical methods for data analysis and inference

Prerequisites

  • Basic familiarity with the topic and its common terminology
  • Readiness to practice through applied exercises or case-based work

Instructors

M

Ming-Long Lam

S

Shahrzad (Sara) Jamshidi

J

Jawahar Panchal

Professor

K

Kiah Ong

Associate Chair and Director of Undergraduate Studies of the Department of Applied Mathematics

Topics

Data Analysis
Data Science
Probability and Statistics
Analytics
Bayesian Statistics
Data Cleansing
Data Mining
Data Preprocessing
Data Validation
Exploratory Data Analysis

Course Info

PlatformCoursera
LevelUnknown
PacingUnknown
PriceFree

Skills

تحليل البيانات
علوم البيانات
الاحتمالات والإحصاء
التحليلات
الإحصاء البايزي
تنظيف البيانات
تنقيب البيانات
معالجة البيانات
Data Validation
Exploratory Data Analysis

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