Understanding Mathematics for AI PDF

## Understanding Mathematics for AI Understanding math will help us to better understand AI and its way of working. ### Essential Mathematics for AI **Questions** * 11, 22, 33, 44, 55 - Can you find out the middle value from the given numbers? * In the given figure, which of the two lines is mo...

## Understanding Mathematics for AI Understanding math will help us to better understand AI and its way of working. ### Essential Mathematics for AI **Questions** * 11, 22, 33, 44, 55 - Can you find out the middle value from the given numbers? * In the given figure, which of the two lines is more slanted? Line 1 or Line 2? ### Data Science and Statistics **Data Collection** * Data is collected from various sources. * Data is explored and cleaned to be used. **Data Analysis** * Analysis of data is done to understand it better. * Conclusions and decisions can be made from the data. **Applications of Statistics** * Predict the performance of sports teams * It can be used to find out specific things such as: * The reading level of students * The opinions of voters * The average weight of a city's resident **More Applications of Statistics** * **Disaster Management** * Authorities use statistics to alert the citizens residing in places that might be affected by a natural disaster in the near future. * Disaster management teams use statistics to know about the population and about the services and infrastructure present in the affected area. **COVID-19 Pandemic in Japan** * Statistics revealed that COVID cases sharply increased in Japan during the planned period of the Olympics. **Disease Prediction** * The US government uses statistics to understand which disease is affecting the population the most. * This helps them in curing these diseases more effectively. * The government can analyze the areas where COVID cases are increasing or where the vaccination drive needs to be improved. **Why is math necessary for designing an AI project?** ### Revision Time **Part A** **1. Match the following:** * **Probability** - exploring data * **Calculus** - finding out unknown or missing values * **Statistics** - predicting different events * **Linear Algebra** - training and improving AI model. **2. If you are to throw an arrow to this pie chart, in which color is the arrow more likely to fall? The most likely color is red.** **3. If you select a balloon without looking, how likely is it that you will pick a blue one? Unlikely** **4. With one throw of a 6-sided die, what's the probability of getting an even number? 1/2** **5. Which of the following is an equation? x+ 2 = 4x** **6. What is the value of x? 10x-8=6x x = 2** **7. Which two are examples of descriptive statistics?** * Mean and standard deviation. **8. What is the probability of getting head when you toss a coin once? 0.5** **9. Getting seven in die throwing is a possible event. (True/False). False** **10. The median of the data: 155, 160, 145, 149, 150, 147, 152, 144, 148 is 149 **