Statistical Analysis Courses and Certifications

Intro to Time Series Analysis with Airline Data

Explore time series analysis through airline data, mastering visualization techniques and predictive modeling to understand travel patterns, trends, and seasonal fluctuations.

• CodeSignal
• On-Demand
• Free Certificate

NumPy Basics

Master NumPy fundamentals through hands-on practice with arrays, indexing, reshaping, and statistical operations. Build a strong foundation in scientific computing and data manipulation using Python's essential numerical library.

• CodeSignal
• On-Demand
• Free Certificate

Advanced Data Analysis with Pandas

Master advanced Pandas techniques for data analysis, from multi-level indexing to sophisticated aggregations and correlations. Learn to merge datasets, perform complex group operations, and extract meaningful insights from your data.

• CodeSignal
• On-Demand
• Free Certificate

Comprehensive Data Wrangling and Analysis with Pandas and Numpy

Master advanced data manipulation techniques using Pandas and NumPy, from complex grouping operations to sophisticated preprocessing, scaling, and analysis methods for extracting meaningful insights from datasets.

• CodeSignal
• On-Demand
• Free Certificate

Introduction to Predictive Modeling

Gain insights into predictive modeling fundamentals using real estate data, linear regression techniques, and model evaluation methods to make data-driven decisions.

• CodeSignal
• On-Demand
• Free Certificate

Data Preprocessing for Predictive Modeling

Master data preprocessing techniques for predictive modeling, covering missing values, outliers, feature selection, and normalization using the California Housing Dataset as a practical example.

• CodeSignal
• On-Demand
• Free Certificate

Data Cleaning and Preprocessing with R

Master essential data cleaning techniques in R using tidyr, covering missing values handling, outlier detection, data normalization, and categorical encoding for effective analysis.

• CodeSignal
• On-Demand
• Free Certificate

Hypothesis Testing in R

Master statistical decision-making in R through hands-on practice with t-tests, ANOVA, chi-square, and non-parametric tests. Apply these methods to real-world data analysis scenarios.

• CodeSignal
• On-Demand
• Free Certificate

Dimensionality Reduction with Feature Selection

Master advanced feature selection techniques to optimize machine learning models through variance analysis, univariate selection, mutual information, and recursive elimination methods.

• CodeSignal
• On-Demand
• Free Certificate

Designing, Running, and Analyzing Experiments

590 ratings at Coursera

Learn to design, conduct, and analyze user-centered experiments for evaluating UX, IxD, and HCI. Gain practical skills in R programming to statistically validate designs through real-world examples and hands-on data analysis.

• Coursera
• 15 hours 11 minutes
• On-Demand
• Free Online Course (Audit)

Microcredential

Data Literacy

Develop critical skills in interpreting statistical results through descriptive statistics, data visualization, measurement, regression modeling, and probability, enhancing your ability to evaluate quantitative analyses.

• Coursera
• 22 weeks, 3 hours a week
• On-Demand
• Paid Course
• 5 courses

Investigating Epidemics like COVID-19: An Analyst's Guide

Learn to detect, analyze, and respond to epidemics using data-driven methods. Gain practical skills in outbreak investigation, including creating epidemic curves, identifying disparities, and calculating key metrics for public health decision-making.

• Coursera
• 12 hours 45 minutes
• On-Demand
• Free Online Course (Audit)

Analysis and Interpretation of Large-Scale Programs

Learn to analyze and interpret large-scale health programs in low- and middle-income countries. Develop skills in data analysis, evaluation, and result dissemination for women's and children's health initiatives.

• Coursera
• 21 hours 6 minutes
• On-Demand
• Free Online Course (Audit)

Quantifying Relationships with Regression Models

19 ratings at Coursera

Explore linear regression for measuring variable relationships. Learn to create, interpret, and evaluate bivariate and multivariate models, including binary dependent and interactive models. Develop skills to critically analyze regression analyses.

• Coursera
• 11 hours 28 minutes
• On-Demand
• Free Online Course (Audit)

The Nature of Data and Relational Database Design

96 ratings at Coursera

Comprehensive overview of data types, database design, and SQL, covering business intelligence, statistics, ERD creation, and practical SQL scripting for effective data management and analysis.

• Coursera
• 6 hours 51 minutes
• On-Demand
• Free Online Course (Audit)