Normal Distribution Courses and Certifications

Introduction to Statistics in Python

194 ratings at DataCamp

Grow your statistical skills and learn how to collect, analyze, and draw accurate conclusions from data using Python.

• DataCamp
• 4 hours
• On-Demand
• Free Trial Available

Introduction to Statistics

142 ratings at DataCamp

Learn the fundamentals of statistics, including measures of center and spread, probability distributions, and hypothesis testing with no coding involved!

• DataCamp
• 4 hours
• On-Demand
• Free Trial Available

Hypothesis Testing

Master statistical significance through hypothesis testing fundamentals, normal distributions, confidence intervals, and A/B testing with Python implementation.

• Udacity
• 21 hours
• On-Demand
• Paid Course

Steve Brunton

Conjugate Priors Example - Normal Distribution and the Exponential Family of Distributions

1 review

Explore conjugate priors through Normal distributions and the Exponential Family, demonstrating how Normal likelihoods pair with Normal priors for Bayesian inference.

• YouTube
• 19 minutes
• On-Demand
• Free Video

Great Learning

Normal Distribution Probability - Standard Normal Distribution - Normal Distribution and Z Scores

Comprehensive exploration of normal distribution, probability, and sampling, covering key concepts and applications in various fields. Includes practical examples and problem-solving demonstrations.

• YouTube
• 2 hours 44 minutes
• On-Demand
• Free Video

Steve Brunton

The Normal Distribution - From Binomial Distribution to Gaussian Limits

Explore the relationship between Normal and Binomial distributions, focusing on large-n scenarios, the Central Limit Theorem, and practical applications in statistical analysis through visual demonstrations and code examples.

• YouTube
• 17 minutes
• On-Demand
• Free Video

Medicosis Perfectionalis

Positively Skewed, Negatively Skewed, and Normal Distribution Curves in Statistics

Explore statistical distribution curves including positively skewed (right), negatively skewed (left), and normal distribution (Gaussian/bell-shaped), along with key measures of central tendency and dispersion used in biostatistics and epidemiology.

• YouTube
• 13 minutes
• On-Demand
• Free Video

Steve Brunton

Maximum Likelihood Estimation Example - Fitting a Normal Distribution with Data

Master maximum likelihood estimation by fitting normal distributions to data through joint PDFs, log-likelihood calculations, and parameter optimization for mu and sigma.

• YouTube
• 16 minutes
• On-Demand
• Free Video

Steve Brunton

Hypothesis Testing Revisited - Normal, t, and Chi-Squared Distribution Tests

Master hypothesis testing with normal, t, and chi-squared distributions through comprehensive statistical test reviews and practical applications.

• YouTube
• 11 minutes
• On-Demand
• Free Video

Statistics for Business - II

5 reviews

Examine data drawn from allied fields of business such as Finance and HR, and learn how to simulate data to follow a specified distribution.

• edX
• 7 weeks, 2-4 hours a week
• On-Demand
• Free Online Course (Audit)

Gautam Varde

Normal Distribution - Probability and Statistics Problems

Explore normal distribution concepts and solve probability problems with practical examples for undergraduate students across various disciplines.

• YouTube
• 13 minutes
• On-Demand
• Free Video

Medicosis Perfectionalis

Percentiles, Quantiles, Quartiles, Normal Distribution Curve, Standard Deviations, Z-Score - Statistics

Explore statistical concepts including percentiles, quantiles, quartiles, normal distribution, standard deviation, and z-scores to understand data distribution and variability in just 12 minutes.

• YouTube
• 12 minutes
• On-Demand
• Free Video

UofU Data Science

Exponential and Normal Distribution with Sinusoidal Functions - Lecture 7B

Explore exponential and normal distributions while analyzing the complex function f(x) = (sin(1/x)+1)/1.5, gaining practical insights into probability theory and statistical analysis.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Video

An Intuitive Introduction to Probability

1883 ratings at Coursera

Intuitive introduction to probability theory, covering key concepts and practical applications. Gain tools to handle uncertainty in daily life through engaging modules and exercises.

• Coursera
• 1 day 5 hours 34 minutes
• On-Demand
• Paid Course

Introduction to Probability and Statistics for Machine Learning

Master essential probability and statistics concepts crucial for machine learning, from basic probability and descriptive statistics to hypothesis testing and linear regression analysis.

• CodeSignal
• 3 hours
• On-Demand
• Free Certificate