Advanced Probability Theory
Course
284 Learners Already enrolled- Gain a comprehensive understanding of additional probability theory topics pertinent to data science and analytics.
- Develop proficiency with both absolutely continuous and discrete random variables.
- Grasp the principles of cumulative distribution functions and probability density functions.
- Explore and characterize the features of random variables and random vectors.
Equip your business with cutting-edge Data and AI expertise.
Share it on social media and in your performance review
There are 4 modules in this course
Statistics and probability theory are fundamental tools in data analysis, decision-making, and scientific research. They provide a systematic and quantitative way to understand and interpret data, make predictions, and draw conclusions based on evidence. Now we will consider all additional topics necessary for Data Science and Data Analytics.- Course OverviewPreview
- Absolutely Continuous and Discrete Random VariablesPreview
- Cumulative Distribution Functions and Probability Density FunctionsPreview
- Characteristics of Random VariablesPreview
- Random VectorsPreview
- Useful Properties of the Gaussian DistributionPreview
- Challenge: Detecting Outliers Using 3-Sigma RulePreview
- General population. Samples. Population parameters.Preview
- Momentum estimation. Maximum Likelihood EstimationPreview
- Challenge: Estimate Parameters of Chi-square DistributionPreview
- Unbiased EstimationPreview
- Challenge: Checking Bias of An Estimation Using SimulationPreview
- Consistent EstimationPreview
- Efficient EstimationPreview
- Confidence Intervals for Population ParametersPreview
- Challenge: Confidence Interval for Exponential Distribution ParameterPreview
- What is Statistic Hypothesis? Type 1 and Type 2 ErrorsPreview
- What is P-value?Preview
- Comparing Means of Two Different DatasetsPreview
- Challenge: Using CLT to Compare Mean Values of Non-Gaussian DatasetsPreview
- Challenge: Resampling Approach to Compare Mean Values of the DatasetsPreview
- Testing the Hypothesis of Independence of Two Random VariablesPreview
Chosen by students of top schools
Why people choose Codefinity for their career
Kwizera Mugisha
The teaching methodology at Codefinity is excellent, and I particularly appreciate how it has prepared me to handle real-world coding problems. Currently, I am delving into Node.js and eagerly anticipate building full-stack projects that integrate all the knowledge I have gained.
Sherry Barnes-Fox
My first course was 4 hours, I did it in a few days, "nugget-style. The instructions are very clear and easy to understand. There is even a hint to help you get the answer, and if you still cannot get the answer, then you can display the answer. I love the learning style that is used, it engages me.
Bill Wagner
I have really liked the browser-based lessons that allow me to code within the lesson. The RUN button allows me to test the code I write before submitting for a grade.
Stephanie Chan
As I went through the first course of the Python track, I liked the way the course was lay out (in easy and digestible modules) with little exercises at the end of each concept.
Daniel Chinea
I have gained a lot of practical and logical thinking skills, along with patience for myself and confidence in myself that I can learn programming.
Steve Bruening
The learning was progressive and made it easy to follow along and make progress. I could feel my skills increasing and building on each other as the course went along.
Learner reviews
5.0
4 reviews
5
100%
4
0%
3
0%
2
0%
1
0%
Showing 3 of 4 reviews
Lex Xai
5
Reviewed on Jun 23, 2024
Nice
Yurii Kuchirka
5
Reviewed on Jan 5, 2024
It is very good course for this complicated topic. Anyway it would be good to provide more practical examples from real life usage of such material
Subhransu Mohanty
5
Reviewed on Dec 16, 2023
Very well explained
Recommended if you're interested in learningPython
Embrace the fascination of Tech Skills! Our AI-assistant provides real-time feedback, personalized hints, and error explanations, empowering you to learn with confidence.
With Workspaces, you can create and share projects directly on our platform. We've prepared templates for your convenience
Take control of your career development and commence your path into mastering the latest technologies
Real-world projects elevate your portfolio, showcasing practical skills to impress potential employers
Full catalog access
One subscription opens up this course and our entire catalog of projects and skills.
Top-rated, curated contentNew courses added weeklyAI assistant to answer any questionsPassionate community of learners
100+ Top-Rated coursesCompletion certificatesAI-Assistant in all courses
20+ hands-on Real-world projectsPersonalized study tracksUnlimited workspaces100+ Top-Rated coursesCompletion certificatesAI-Assistant in all courses20+ hands-on Real-world projectsPersonalized study tracksUnlimited workspacesYour subscription also includes:
Frequently asked questions
Still have questions?
Write your question here
