﻿ Applied Course

Instructor: Applied AI Course Duration: 30 mins

Revision Questions:

1. What is PDF?(https://www.appliedaicourse.com/course/applied-ai-course-online/lessons/gaussiannormal-distribution-1/)
2. What is CDF?(https://www.appliedaicourse.com/course/applied-ai-course-online/lessons/introduction-to-correlation-and-co-variance-1/)
3. explain about 1-std-dev, 2-std-dev, 3-std-dev range?
4. What is Symmetric distribution, Skewness and Kurtosis?(https://www.appliedaicourse.com/course/applied-ai-course-online/lessons/symmetric-distribution-skewness-and-kurtosis/)
5. How to do Standard normal variate (z) and standardization?(https://www.appliedaicourse.com/course/applied-ai-course-online/lessons/standard-normal-variate-z-and-standardization/)
6. What is Kernel density estimation?(https://www.appliedaicourse.com/course/applied-ai-course-online/lessons/kernel-density-estimation/)
7. Importance of Sampling distribution & Central Limit theorem.(https://www.appliedaicourse.com/course/applied-ai-course-online/lessons/sampling-distribution-central-limit-theorem/)
8. Importance of Q-Q Plot: Is a given random variable Gaussian distributed?(https://www.appliedaicourse.com/course/applied-ai-course-online/lessons/q-q-plothow-to-test-if-a-random-variable-is-normally-distributed-or-not/)
9. What is Uniform Distribution and random number generators(https://www.appliedaicourse.com/course/applied-ai-course-online/lessons/uniform-distribution-random-number-generators/)
10. What Discrete and Continuous Uniform distributions?(https://www.appliedaicourse.com/course/applied-ai-course-online/lessons/uniform-distribution-and-its-parameters-pdf-and-cdf/)
11. How to randomly sample data points?(https://www.appliedaicourse.com/course/applied-ai-course-online/lessons/uniform-distribution-random-number-generators/)
12. Explain about Bernoulli and Binomial distribution?(https://www.appliedaicourse.com/course/applied-ai-course-online/lessons/bernoulli-and-binomial-distribution/)
13. What is Log-normal  and power law distribution?(https://www.appliedaicourse.com/course/applied-ai-course-online/lessons/log-normal-distribution/)
14. What is Power-law & Pareto distributions: PDF, examples(https://www.appliedaicourse.com/course/applied-ai-course-online/lessons/power-law-distribution/)
16. What is Co-variance?(https://www.appliedaicourse.com/course/applied-ai-course-online/lessons/co-variance/)
17. Importance of Pearson Correlation Coefficient?(https://www.appliedaicourse.com/course/applied-ai-course-online/lessons/pearson-correlation-coefficient-3/)
18. Importance Spearman Rank Correlation Coefficient?(https://www.appliedaicourse.com/course/applied-ai-course-online/lessons/spearman-rank-correlation-coefficient-3/)
19. Correlation vs Causation?(https://www.appliedaicourse.com/course/applied-ai-course-online/lessons/correlation-vs-causation-3/)
20. What is Confidence Intervals?(https://www.appliedaicourse.com/course/applied-ai-course-online/lessons/confidence-interval-c-i-introduction/)
21. Confidence Interval vs Point estimate?