Statistics & Probability For Data Science & Machine Learning

Our comprehensive program is meticulously crafted to equip you with the essential skills and knowledge required to thrive in your chosen field. Developed by seasoned professionals with years of industry experience, this course is ideal for those seeking to kickstart their careers or enhance their existing skill set.

Featuring an engaging audio-visual presentation and easily digestible modules, our program facilitates a self-paced learning experience. Our dedicated online support team is available on weekdays to provide assistance throughout your journey.

Key Learning Outcomes

• Grasp the fundamentals and their practical applications.
• Cultivate the necessary skills for success in your field.
• Apply newfound knowledge to real-world scenarios.
• Develop effective solutions for relevant topics.
• Elevate your employability and career prospects.

Course Curriculum

• Module 01: Welcome!
• Module 02: What will you learn in this course?
• Module 03: How can you get the most out of it?
• Module 04: Mean
• Module 05: Mean or Median?
• Module 06: Skewness
• Module 07: Practice: Skewness
• Module 08: Solution: Skewness
• Module 09: Range &#; IQR
• Module 10: Sample vs. Population
• Module 11: Variance &#; Standard deviation
• Module 12: Impact of Scaling &#; Shifting
• Module 13: Statistical moments
• Module 14: What is a distribution?
• Module 15: Normal distribution
• Module 16: Practice: Normal distribution
• Module 17: Solution: Normal distribution
• Module 18: Probability Basics
• Module 19: Calculating simple Probabilities
• Module 20: Practice: Simple Probabilities
• Module 21: Quick solution: Simple Probabilities
• Module 22: Detailed solution: Simple Probabilities
• Module 23: Rule of addition
• Module 24: Practice: Rule of addition
• Module 25: Quick solution: Rule of addition
• Module 26: Detailed solution: Rule of addition
• Module 27: Rule of multiplication
• Module 28: Practice: Rule of multiplication
• Module 29: Solution: Rule of multiplication
• Module 30: Bayes Theorem
• Module 31: Bayes Theorem &#; Practical example
• Module 32: Expected value
• Module 33: Practice: Expected value
• Module 34: Solution: Expected value
• Module 35: Law of Large Numbers
• Module 36: Central Limit Theorem &#; Theory
• Module 37: Central Limit Theorem &#; Intuition
• Module 38: Central Limit Theorem &#; Challenge
• Module 39: Central Limit Theorem &#; Exercise
• Module 40: Central Limit Theorem &#; Solution
• Module 41: Binomial distribution
• Module 42: Poisson distribution
• Module 43: Real life problems
• Module 44: What is a hypothesis?
• Module 45: Significance level and p-value
• Module 46: Type I and Type II errors
• Module 47: Confidence intervals and margin of error
• Module 48: Excursion: Calculating sample size &#; power
• Module 49: Performing the hypothesis test
• Module 50: Practice: Hypothesis test
• Module 51: Solution: Hypothesis test
• Module 52: T-test and t-distribution
• Module 53: Proportion testing
• Module 54: Important p-z pairs
• Module 55: Correlation coefficient
• Module 56: Practice: Correlation
• Module 57: Solution: Correlation
• Module 58: Practice: Linear Regression
• Module 59: Solution: Linear Regression
• Module 60: Residual, MSE &#; MAE
• Module 61: Practice: MSE &#; MAE
• Module 62: Solution: MSE &#; MAE
• Module 63: Coefficient of determination
• Module 64: Root Mean Square Error
• Module 65: Practice: RMSE
• Module 66: Solution: RMSE
• Module 67: Overfitting
• Module 68: Regression Trees
• Module 69: Dealing with missing data
• Module 70: ANOVA &#; Basics &#; Assumptions
• Module 71: One-way ANOVA
• Module 72: F-Distribution

Designed to give you a competitive edge in the job market, this course offers lifetime access to materials and the flexibility to learn at your own pace, from the comfort of your home.

Why Choose Us?

• Learn at your own pace with 24/7 online access to course materials.
• Benefit from full tutor support available Monday through Friday.
• Acquire essential skills in the convenience of your home through informative video modules.
• Enjoy 24/7 assistance and advice via email and live chat.
• Study on your preferred device – computer, tablet, or mobile.
• Gain a thorough understanding of the course content.
• Improve professional skills and earning potential upon completion.
• Access lifetime course materials and expert guidance.
• Enjoy the convenience of online learning with flexible schedules.

Why Enroll in This Course?

Our program provides a comprehensive introduction to the subject matter, laying a solid foundation for further study. It empowers students to acquire knowledge and skills applicable to both their professional and personal lives.

Assessment

The course incorporates quizzes to evaluate your understanding and retention of the material. These quizzes pinpoint areas for further practice, allowing you to review course materials as needed. Successfully passing the final quiz qualifies you for a certificate of achievement.

Requirements

There are no formal requirements for this course, it is open to anyone who is interested in learning the material.

Career Path

Our course is meticulously designed to equip you for success in your chosen field. Upon completion, you’ll have the qualifications to pursue diverse career opportunities across various industries.