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- Overview
Unleash your potential in the Advanced Diploma in Statistics & Probability for Data Science & Machine Learning at QLS Level 7 industry. Develop job-ready competencies for a high-demand career with this Advanced Diploma in Statistics & Probability for Data Science & Machine Learning at QLS Level 7 Course.
The Advanced Diploma in Statistics & Probability for Data Science & Machine Learning at QLS Level 7 career may be the road for you if you’ve always wanted a gratifying profession. Advanced Diploma in Statistics & Probability for Data Science & Machine Learning at QLS Level 7 skills have become more essential than ever as the Advanced Diploma in Statistics & Probability for Data Science & Machine Learning at QLS Level 7 industry continues to create revolutionary services and products. If you’re a problem-solver who enjoys winning, Advanced Diploma in Statistics & Probability for Data Science & Machine Learning at QLS Level 7 career will be both rewarding and profitable.
Even if you’re seeking to change careers, Advanced Diploma in Statistics & Probability for Data Science & Machine Learning at QLS Level 7 will be a rewarding career choice. Expertise in Advanced Diploma in Statistics & Probability for Data Science & Machine Learning at QLS Level 7 also means flourishing in a rising, competitive, and data-driven work environment.
- Why Choose Imperial Academy?
Imperial Academy offers you the benefit of —
- Learn with an engaging voiceover and visual elements to facilitate your learning process.
- Get a year's worth of unlimited access to the course.
- Receive round-the-clock access to expert assistance.
- Participate in quick assessments and get instant feedback on your progress.
- Study on your own schedule from the convenience of your own home.
- Who Is This Course For?
Advanced Diploma in Statistics & Probability for Data Science & Machine Learning at QLS Level 7 course assists you in becoming job-ready, whether you’re trying to start a new career or improve your existing one. You can learn at your own schedule, whenever and wherever suits you best. You will discover all the expertise you’ll need to thrive in an ever-changing Advanced Diploma in Statistics & Probability for Data Science & Machine Learning at QLS Level 7 sector with this online Advanced Diploma in Statistics & Probability for Data Science & Machine Learning at QLS Level 7 course.
- Endorsement
The Quality Licence Scheme has endorsed this course for its high-quality, non-regulated provision and training programmes. This course is not regulated by Ofqual and is not an accredited qualification. Imperial Academy will be able to advise you on any further recognition, for example, progression routes into further and/or higher education.
Imperial Academy is an approved reselling partner for Quality Licence Scheme courses under One Education.
- Certificate of Achievement
- Quality Licence Scheme Endorsed Certificate of Achievement
Upon successful completion of the Advanced Diploma in Statistics & Probability for Data Science & Machine Learning at QLS Level 7 course, you can order an original hardcopy certificate of achievement endorsed by the Quality Licence Scheme. The certificate will be home-delivered, with a pricing scheme of —
- 119 GBP within the UK
- 129 GBP for International Delivery (Postal Fees Included)
- CPD Certification
After successfully completing the assessment of this Advanced Diploma in Statistics & Probability for Data Science & Machine Learning at QLS Level 7 course, you will also qualify for the CPD Certificate from Imperial Academy, as proof of your continued development. Certification is available in PDF format, at the cost of £9, or a hard copy can be sent to you via post, at the cost of £15. International students will have to pay an extra £10 as postal fees.
- Disclaimer
The Advanced Diploma in Statistics & Probability for Data Science & Machine Learning at QLS Level 7 course has been endorsed under the Quality Licence Scheme. This means that One Education has undergone an external quality check to ensure that the organisation and the courses it offers meet defined quality criteria. The completion of this Advanced Diploma in Statistics & Probability for Data Science & Machine Learning at QLS Level 7 course alone does not lead to a regulated qualification but may be used as evidence of knowledge and skills gained. The Learner Unit Summary may be used as evidence towards Recognition of Prior Learning if you wish to progress your studies in this subject. To this end the learning outcomes of the Advanced Diploma in Statistics & Probability for Data Science & Machine Learning at QLS Level 7 course have been benchmarked at Level 3 against level descriptors published by Ofqual, to indicate the depth of study and level of demand/complexity involved in successful completion by the learner.
The Advanced Diploma in Statistics & Probability for Data Science & Machine Learning at QLS Level 7 course itself has been designed by One Education to meet specific learners’ and/or employers’ requirements which cannot be satisfied through current regulated qualifications.
The Quality Licence Scheme endorsement involves robust and rigorous quality audits by external auditors to ensure quality is continually met. A review of courses is carried out as part of the endorsement process.
- Requirements
No formal entry requirements! No prerequisites or relevant experience is required!
This course is accessible to anyone with an eagerness to learn. All you require is —
- A smart device with a stable internet connection
- A keen interest in this topic.
- And being over the age of 16.
- Career Path
You will gain a well-rounded grasp of all core aspects of the Advanced Diploma in Statistics & Probability for Data Science & Machine Learning at QLS Level 7 sector during this Advanced Diploma in Statistics & Probability for Data Science & Machine Learning at QLS Level 7 course, which will help you prepare for your dream Advanced Diploma in Statistics & Probability for Data Science & Machine Learning at QLS Level 7 role. Develop a good balance of conceptual expertise, as well as Advanced Diploma in Statistics & Probability for Data Science & Machine Learning at QLS Level 7 skills that are in great demand by employers.
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 | ||
Certificate of Achievement
Learners will get an certificate of achievement directly at their doorstep after successfully completing the course!
It should also be noted that international students must pay £10 for shipping cost.
CPD Accredited Certification
Upon successfully completing the course, you will be qualified for CPD Accredited Certificate. Certification is available –
- PDF Certificate £7.99
- Hard Copy Certificate £14.99
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