To build models of complex socio-technical systems for improved system design and decision-making, you must have data and systems knowledge. If you want to solve problems related to the functions of random variables, Poisson processes, Markov processes etc. this [course_title] is for you to help where you can also be able to know classical statistics, hypothesis tests, regression, correlation and causation, simple data mining techniques and so on.
Assessment
This course does not involve any written exams. Students need to answer 5 assignment questions to complete the course, the answers will be in the form of written work in pdf or word. Students can write the answers in their own time. Each answer needs to be 200 words (1 Page). Once the answers are submitted, the tutor will check and assess the work.
Certification
Edukite courses are free to study. To successfully complete a course you must submit all the assignment of the course as part of the assessment. Upon successful completion of a course, you can choose to make your achievement formal by obtaining your Certificate at a cost of £49.
Having an Official Edukite Certification is a great way to celebrate and share your success. You can:
- Add the certificate to your CV or resume and brighten up your career
- Show it to prove your success
Course Credit:MIT
Course Curriculum
| Introduction and overview | 00:15:00 | ||
| 3-door problem | 00:05:00 | ||
| Analyzing a probability problem | 00:05:00 | ||
| Broken stick problem | 00:05:00 | ||
| Pedestrian crossing problem | 00:05:00 | ||
| Random incidence: A major source of selection bias | 00:15:00 | ||
| Random incidence and more | 00:10:00 | ||
| Spatial models | 00:15:00 | ||
| Markov processes and their application to queueing, part 1 | 00:10:00 | ||
| Markov processes and their application to queueing, part 2 | 00:15:00 | ||
| Queueing and transitions: Sampling from distributions, Gauss | 00:05:00 | ||
| Derived distributions to statistics | 00:15:00 | ||
| The Queue Inference Engine and the psychology of queueing | 00:10:00 | ||
| Beyond the physics of queueing | 00:15:00 | ||
| The Weibull distribution and parameter estimation | 00:15:00 | ||
| Hypothesis testing | 00:15:00 | ||
| Descriptive statistics and statistical graphics | 00:46:00 | ||
| Regression | 00:30:00 | ||
| Analysis of variance, with discussion of Bayesian and frequentist statistics | 00:15:00 | ||
| Multiple regression | 00:15:00 | ||
| Design of experiments, part 1 | 00:15:00 | ||
| Design of experiments, part 2 | 00:15:00 | ||
| Design of computer experiments | 00:15:00 | ||
| Assessment | |||
| Submit Your Assignment | 00:00:00 | ||
| Certification | 00:00:00 | ||
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