Probability and Statistics: Complete Course

Overview The Probability and Statistics: Complete Course offers a foundation in statistical analysis and probability theory. This course demystifies complex …

Probability and Statistics: Complete Course

Probability and Statistics: Complete Course

Original price was: $417.25.Current price is: $35.30.

TAKE THIS COURSE 14-Day Money-Back Guarantee

are
are
are
clender

1 Year Access

teacher

0 Students

durantion

16 hours, 6 minutes

All Courses For Lifetime At £99
Gift this course

Probability and Statistics: Complete Course Overview

The Probability and Statistics: Complete Course offers a foundation in statistical analysis and probability theory. This course demystifies complex concepts and provides practical tools to analyse data, make predictions, and draw informed conclusions. Through interactive lessons, hands-on exercises, and real-world examples, you will master techniques like hypothesis testing, regression analysis, and data visualisation. Whether you aim to enhance your analytical skills or apply statistical methods in your profession, this course is your gateway to success.

Learning Outcomes

  • Understand key concepts in probability and statistics.
  • Summarise and describe datasets effectively using descriptive statistics.
  • Clean and prepare data for analysis with precision.
  • Create insightful visual representations of data.
  • Apply sampling techniques to collect representative data.
  • Calculate probabilities and interpret results in context.
  • Differentiate between discrete and continuous probability distributions.
  • Perform hypothesis testing to validate assumptions.
  • Conduct regression analysis to identify relationships between variables.
  • Evaluate the quality and reliability of statistical tests.

Who Is This Course For

This course is ideal for students, professionals, and enthusiasts eager to build a strong foundation in probability and statistics. It suits data analysts, engineers, scientists, and anyone working in fields requiring data-driven decision-making. Whether you are new to statistics or seeking to deepen your knowledge, this course provides the skills you need to thrive.

Eligibility Requirements

Participants should have basic mathematical skills and an interest in data analysis. Familiarity with spreadsheets or statistical software is helpful but not required. A desire to understand and apply statistical concepts is essential!

Entry Requirements

  • Age Requirement: Applicants must be aged 16 or above, allowing both young learners and adults to engage in this educational pursuit.
  • Academic Background: There are no specific educational prerequisites, opening the door to individuals from diverse academic histories.
  • Language Proficiency: A good command of the English language is essential for comprehension and engagement with the course materials.
  • Numeracy Skills: Basic numeracy skills are required to effectively understand and work with course-related information. 

Why Choose Us

  • Affordable, engaging & high-quality e-learning study materials;
  • Tutorial videos/materials from the industry-leading experts;
  • Study in a user-friendly, advanced online learning platform;
  • Efficient exam systems for the assessment and instant result;
  • The UK & internationally recognised accredited
  • Access to course content on mobile, tablet or desktop from anywhere, anytime;
  • The benefit of career advancement opportunities;
  • 24/7 student support via email.

Career Path

Completing this course opens doors to diverse career opportunities in data analysis, research, quality assurance, and risk assessment. You can work in sectors like finance, healthcare, education, and technology, applying your statistical expertise to solve complex problems, drive innovation, and make data-backed decisions.

Course Curriculum

Introduction
Introduction 00:02:00
Course Overview 00:03:00
Descriptive Statistics
The Mean Average 00:15:00
The Median Average 00:09:00
The Modal Average 00:08:00
Comparing Averages 00:09:00
Quantiles, Range and Inter-Quartile Range 00:14:00
Standard Deviation and Variance 00:16:00
The Coefficient of Variation 00:05:00
Skew 00:12:00
Kurtosis 00:11:00
Correlation Coefficients 00:17:00
Cleaning Data
Anomalies and Outliers 00:17:00
Coding Your Data 00:11:00
Data Visualization
Line Graphs 00:11:00
Bar Charts 00:10:00
Dual Axis Charts 00:07:00
Pie Charts 00:07:00
Histograms 00:13:00
Box Plots 00:09:00
Cumulative Frequency 00:10:00
Comparing Visualizations 00:13:00
Sampling
Populations and Samples 00:06:00
Random Sampling 00:14:00
Non-Random Sampling 00:06:00
Probability
What is Probability? 00:09:00
Set Notation 00:10:00
Independent Events 00:04:00
Mutually Exclusive Events 00:06:00
Tree Diagrams 00:07:00
Venn Diagrams 00:13:00
Conditional Probability 00:11:00
Bayes’ Theorem 00:14:00
Discrete Distributions
The Expectation of a Discrete Random Variable 00:08:00
Probability Mass Functions 00:06:00
The Expectation of a Discrete Random Variable 00:08:00
The Variance of a Discrete Random Variable 00:08:00
The Binomial Distribution – Intro 00:11:00
The Binomial Distribution Formula – Part 1 00:18:00
The Binomial Distribution Formula – Part 2 00:07:00
Using Excel to Solve Binomial Problems 00:08:00
Applying the Binomial Distribution to Real-World Problems 00:06:00
Conditional Probability with the Binomial Distribution 00:06:00
The Poisson Distribution – Intro 00:07:00
Using Excel to Solve Poisson Problems 00:09:00
Applying the Poisson Distribution Real-World Problems 00:08:00
Conditional Probability with the Poisson Distribution 00:06:00
The Geometric Distribution 00:09:00
Expectation and Variance of Distributions 00:08:00
Approximating the Binomial Distribution with the Poisson Distribution 00:06:00
Derivation of the Poisson Formula 00:13:00
Continuous Distributions
What is a Continuous Distribution? 00:13:00
The Normal Distribution – Intro 00:12:00
Calculating Probabilities with the Normal Distribution 00:14:00
The Inverse Normal Distribution 00:13:00
Z-Scores 00:11:00
Finding Unknown Means and Standard Deviations 00:10:00
Conditional Probability with the Normal Distribution 00:10:00
Normal Approximations to Binomial Distributions – Part 1 00:13:00
Normal Approximations to Binomial Distributions – Part 2 00:08:00
Normal Approximations to Poisson Distributions 00:14:00
The Central Limit Theorem 00:22:00
The Limitations of the Central Limit Theorem 00:09:00
Continuous Random Variables – Probability Density Functions 00:00:00
Continuous Random Variables – Cumulative Distribution Functions 00:11:00
Continuous Random Variables – Expectation and Variance 00:09:00
Continuous Random Variables – Medians and Quartiles 00:09:00
Hypothesis Tests
Introduction to Hypothesis Tests – P-Values 00:11:00
Binomial Hypothesis Tests – Part 1 00:10:00
Binomial Hypothesis Tests – Part 2 00:07:00
Binomial Hypothesis Tests – Critical Regions 00:15:00
Two-Tailed Tests 00:09:00
Poisson Hypothesis Tests 00:08:00
Poisson Critical Regions 00:08:00
Normal Hypothesis Tests 00:12:00
Normal Hypothesis Tests – Critical Regions 00:13:00
T-Tests 00:13:00
Confidence Intervals 00:14:00
Regression
Correlation 00:08:00
Linear Regression 00:15:00
Evaluating a Regression Line 00:07:00
Correlation Hypothesis Tests – Intro 00:07:00
Carrying Out a Test for Correlation 00:08:00
Correlation Confidence Intervals 00:05:00
Working with Non-Linear Data – Exponential Models 00:09:00
Working with Non-Linear Data – Polynomial Models 00:08:00
Quality of Tests
Type I Errors 00:16:00
Type II Errors 00:10:00
Size and Power 00:23:00
P-Hacking 00:06:00
Chi-Squared Tests
The Chi-Squared Distribution 00:11:00
Chi-Squared Tests for Goodness of Fit 00:14:00
Grouping 00:12:00
Using Estimated Parameters in Chi-Squared Tests 00:13:00
Chi-Squared Tests for Association 00:15:00
Order Certificate
Order Certificate 00:00:00

How Do Our Courses Work?

Purchase and payment

Add your chosen course to your basket. Once you’ve added all the courses you need.

Course access

Add your chosen course to your basket. Once you’ve added all the courses you need.

Certificate

Add your chosen course to your basket. Once you’ve added all the courses you need.

Continued support

Add your chosen course to your basket. Once you’ve added all the courses you need.

Dive into an enriching online learning journey with Alpha Academy. We pride ourselves on offering a diverse range of courses tailored to your needs. Elevate your expertise or discover a new passion. With Alpha Academy, your pursuit of knowledge has no bounds.

Contact

For Business

Certificate validator

Payment methods possible

© ALPHA ACADEMY IS A PART OF ADAMS ACADEMY INC. LTD.

top
0
    0
    Your Cart
    Your cart is emptyReturn to Shop

    NEW YEAR SALE – ALL COURSES FOR Original price was: $652.69.Current price is: $64.09. / year

    ADD OFFER TO CART

    No more than 50 active courses at any one time. Membership renews after 12 months. Cancel anytime from your account. Certain courses are not included. Can't be used in conjunction with any other offer.

      Apply Coupon