Learn Probability for Statistics, Data Science, Business decisions and Bayes' Theorem for Machine Learning
What you'll learn
- Learn probability theory from scratch
- You will learn Different types of distributions: Normal, Binomial, Poisson...
- Learn set theory, permutation and combination in details
- Understand how to link probability with statistics
- You will learn how to apply Bayes' theorem
- You will learn mutually and non-mutually exclusive laws of probability
- You will learn dependent and independent events of probaility
- A lot more...
Requirements
- Basic maths
Description
In this highly comprehensive probability course, you learn everything from Set theory, Combinatorics to Probability with tons of challenges and solutions. Probability is one of the bedrock of modern science such as machine learning, predictive risk management, inferential statistics, and business decisions. Understanding the depth of probability will empower you to solve numerous day-to-day business and scientific prediction problems. This course includes but is not limited to:- Sets
- Universal Set
- Proper and Improper Subset
- Super Set and Singleton Set
- Null or Empty Set
- Power Set
- Equal and Equivalent Set
- Set Builder Notations
- Cardinality of Set
- Set Operations
- Laws of Sets
- Finite and Infinite Set
- Number Sets
- Venn Diagram
- Union, Intersection, and Complement of Set
- Factorial
- Permutations
- Combinations
- Theoretical Probability
- Empirical Probability
- Addition Rules of Probability
- Mutual and Non-mutual Exclusive
- Multiplication Rules of Probability
- Dependent and Independent Events
- Random Variable
- Discrete and Continuous Variable
- Z-Score
- Conditional Probability
- Bayes Theorem
- Binomial Distribution
- Poisson Distribution
- Normal Distribution
- Skewness and Kurtisos
- T - Distribution
- Decision Tree of Probability
Upon the completion of this course, you’ll receive a certificate of completion which you can post on your LinkedIn account for our colleagues and potential employers to view! All these come with a 30-day money-back guarantee. so you can try out the course risk-free!
Who is this course for:
- Those starting from scratch in probability
- Current students studying probability
- Professional in the field of Data Science
- Professionals in the banking industry
- Professionals in the insurance industry
Who this course is for:
- Students and professionals
- Those who need to understand how to apply probability to solve problems
