Task 1. Checking the hypothesis of the Sci-Fi films from IMDB.
Task 2. Predicting the gross by budget and the rating by director name.
Link of jypiter.ipynb file these two tasks.
Lesson 1. Random events. Bayes formula. Independent trials. HW.
Lesson 2. Discrete random variables. The law of probability distribution. Binomial distribution law. Poisson distribution. HW.
Lesson 3. Descriptive statistics. Qualitative and quantitative characteristics of a population. Graphical representation of data. HW.
Lesson 4. Uninterrupted random variables. Distribution function and probability distribution density. Uniform and normal distribution. Central Limit Theorem. HW.
Lesson 5. Testing statistical hypotheses. P-values. Confidence Intervals. A/B testing. HW.
Lesson 6. Relationship values. Parametric and nonparametric correlation indicators. Correlation analysis. HW.
Lesson 7. Multidimensional statistical analysis. Linear regression. HW.
Lesson 8. Analysis of variance. Logistic Regression. HW.