Booking options
Price:
BuyContact Us£25
Course Images
Statistics & Probability for Data Science & Machine Learning Course
- 30 Day Money Back Guarantee
- Completion Certificate
- 24/7 Technical Support
Highlights
On-Demand course
11 hours 27 minutes
All levels
Description
Overview
By enroling in Statistics & Probability for Data Science & Machine Learning, you can kickstart your vibrant career and strengthen your profound knowledge. You can learn everything you need to know about the topic.
The Statistics & Probability for Data Science & Machine Learning course includes all of the most recent information to keep you abreast of the employment market and prepare you for your future. The curriculum for this excellent Statistics & Probability for Data Science & Machine Learning course includes modules at all skill levels, from beginner to expert. You will have the productivity necessary to succeed in your organisation once you have completed our Statistics & Probability for Data Science & Machine Learning Program.
So enrol in our Statistics & Probability for Data Science & Machine Learning course right away if you're keen to envision yourself in a rewarding career.
Description
Enroling in this Statistics & Probability for Data Science & Machine Learning course can improve your Statistics & Probability for Data Science & Machine Learning perspective, regardless of your skill levels in the Statistics & Probability for Data Science & Machine Learning topics you want to master. If you're already a Statistics & Probability for Data Science & Machine Learning expert, this peek under the hood will provide you with suggestions for accelerating your learning, including advanced Statistics & Probability for Data Science & Machine Learning insights that will help you make the most of your time. This Statistics & Probability for Data Science & Machine Learning course will act as a guide for you if you've ever wished to excel at Statistics & Probability for Data Science & Machine Learning.
Why Choose Us?
- This course is accredited by the CPD Quality Standards.
- Lifetime access to the whole collection of the learning materials.
- Online test with immediate results.
- Enroling in the course has no additional cost.
- You can study and complete the course at your own pace.
- Study for the course using any internet-connected device, such as a computer, tablet, or mobile device.
Certificate of Achievement
Upon successful completion, you will qualify for the UK and internationally-recognised CPD certificate and you can choose to make your achievement formal by obtaining your PDF Certificate at a cost of £4.99 and Hardcopy Certificate for £9.99.
Who Is This Course For?
This Statistics & Probability for Data Science & Machine Learning course is a great place to start if you're looking to start a new career in Statistics & Probability for Data Science & Machine Learning field. This training is for anyone interested in gaining in-demand Statistics & Probability for Data Science & Machine Learning proficiency to help launch a career or their business aptitude.
Requirements
The Statistics & Probability for Data Science & Machine Learning course requires no prior degree or experience. All you require is English proficiency, numeracy literacy and a gadget with stable internet connection. Learn and train for a prosperous career in the thriving and fast-growing industry of Statistics & Probability for Data Science & Machine Learning, without any fuss.
Career Path
This Statistics & Probability for Data Science & Machine Learning training will assist you develop your Statistics & Probability for Data Science & Machine Learning ability, establish a personal brand, and present a portfolio of relevant talents. It will help you articulate a Statistics & Probability for Data Science & Machine Learning professional story and personalise your path to a new career. Furthermore, developing this Statistics & Probability for Data Science & Machine Learning skillset can lead to numerous opportunities for high-paying jobs in a variety of fields.
Order Your Certificate
To order CPD Quality Standard Certificate, we kindly invite you to visit the following link:
Course Curriculum
| Section 01: Let's get started | |||
| Welcome! | 00:02:00 | ||
| What will you learn in this course? | 00:06:00 | ||
| How can you get the most out of it? | 00:06:00 | ||
| Section 02: Descriptive statistics | |||
| Intro | 00:03:00 | ||
| Mean | 00:06:00 | ||
| Median | 00:05:00 | ||
| Mode | 00:04:00 | ||
| Mean or Median? | 00:08:00 | ||
| Skewness | 00:08:00 | ||
| Practice: Skewness | 00:01:00 | ||
| Solution: Skewness | 00:03:00 | ||
| Range & IQR | 00:10:00 | ||
| Sample vs. Population | 00:05:00 | ||
| Variance & Standard deviation | 00:11:00 | ||
| Impact of Scaling & Shifting | 00:19:00 | ||
| Statistical moments | 00:06:00 | ||
| Section 03: Distributions | |||
| What is a distribution? | 00:10:00 | ||
| Normal distribution | 00:09:00 | ||
| Z-Scores | 00:13:00 | ||
| Practice: Normal distribution | 00:04:00 | ||
| Solution: Normal distribution | 00:07:00 | ||
| Section 04: Probability theory | |||
| Intro | 00:01:00 | ||
| Probability Basics | 00:10:00 | ||
| Calculating simple Probabilities | 00:05:00 | ||
| Practice: Simple Probabilities | 00:01:00 | ||
| Quick solution: Simple Probabilities | 00:01:00 | ||
| Detailed solution: Simple Probabilities | 00:06:00 | ||
| Rule of addition | 00:13:00 | ||
| Practice: Rule of addition | 00:02:00 | ||
| Quick solution: Rule of addition | 00:01:00 | ||
| Detailed solution: Rule of addition | 00:07:00 | ||
| Rule of multiplication | 00:11:00 | ||
| Practice: Rule of multiplication | 00:01:00 | ||
| Solution: Rule of multiplication | 00:03:00 | ||
| Bayes Theorem | 00:10:00 | ||
| Bayes Theorem - Practical example | 00:07:00 | ||
| Expected value | 00:11:00 | ||
| Practice: Expected value | 00:01:00 | ||
| Solution: Expected value | 00:03:00 | ||
| Law of Large Numbers | 00:08:00 | ||
| Central Limit Theorem - Theory | 00:10:00 | ||
| Central Limit Theorem - Intuition | 00:08:00 | ||
| Central Limit Theorem - Challenge | 00:11:00 | ||
| Central Limit Theorem - Exercise | 00:02:00 | ||
| Central Limit Theorem - Solution | 00:14:00 | ||
| Binomial distribution | 00:16:00 | ||
| Poisson distribution | 00:17:00 | ||
| Real life problems | 00:15:00 | ||
| Section 05: Hypothesis testing | |||
| Intro | 00:01:00 | ||
| What is a hypothesis? | 00:19:00 | ||
| Significance level and p-value | 00:06:00 | ||
| Type I and Type II errors | 00:05:00 | ||
| Confidence intervals and margin of error | 00:15:00 | ||
| Excursion: Calculating sample size & power | 00:11:00 | ||
| Performing the hypothesis test | 00:20:00 | ||
| Practice: Hypothesis test | 00:01:00 | ||
| Solution: Hypothesis test | 00:06:00 | ||
| T-test and t-distribution | 00:13:00 | ||
| Proportion testing | 00:10:00 | ||
| Important p-z pairs | 00:08:00 | ||
| Section 06: Regressions | |||
| Intro | 00:02:00 | ||
| Linear Regression | 00:11:00 | ||
| Correlation coefficient | 00:10:00 | ||
| Practice: Correlation | 00:02:00 | ||
| Solution: Correlation | 00:08:00 | ||
| Practice: Linear Regression | 00:01:00 | ||
| Solution: Linear Regression | 00:07:00 | ||
| Residual, MSE & MAE | 00:08:00 | ||
| Practice: MSE & MAE | 00:01:00 | ||
| Solution: MSE & MAE | 00:03:00 | ||
| Coefficient of determination | 00:12:00 | ||
| Root Mean Square Error | 00:06:00 | ||
| Practice: RMSE | 00:01:00 | ||
| Solution: RMSE | 00:02:00 | ||
| Section 07: Advanced regression & machine learning algorithms | |||
| Multiple Linear Regression | 00:16:00 | ||
| Overfitting | 00:05:00 | ||
| Polynomial Regression | 00:13:00 | ||
| Logistic Regression | 00:09:00 | ||
| Decision Trees | 00:21:00 | ||
| Regression Trees | 00:14:00 | ||
| Random Forests | 00:13:00 | ||
| Dealing with missing data | 00:10:00 | ||
| Section 08: ANOVA (Analysis of Variance) | |||
| ANOVA - Basics & Assumptions | 00:06:00 | ||
| One-way ANOVA | 00:12:00 | ||
| F-Distribution | 00:10:00 | ||
| Two-way ANOVA - Sum of Squares | 00:16:00 | ||
| Two-way ANOVA - F-ratio & conclusions | 00:11:00 | ||
| Section 09: Wrap up | |||
| Wrap up | 00:01:00 | ||
| Order Your Certificate | |||
| Order Your Certificate | 00:00:00 | ||
About The Provider
NextGen Learning
London, United Kingdom
NextGen Learning offers futuristic learning tailored for emerging leaders. Dedicated to empowering learners, this platform boasts a vast array of courses, crafted by industry...
Reviews
There are no reviews for Statistics & Probability for Data Science & Machine Learning Course yet.Why not be the first one to review this course?