Statistics ChallengeIn the Python file, you will be creating a model to predict the age of abalone's from a subset of the abalone dataset which we proide in CSV format. Part of the program is already implemented, your goal is to set up the model, train the model on the training data set, and print out some results.These are the following details you need to implement:First you'll convert the feature dataset into a numpy array.Then you should create a Sequential model with 2 layers. The first layer should be a Dense layer with 64 units, and the second layer should also be a Dense one with units set to 1.Once the model is set up, you should compile it with a MeanSquaredError() loss and the optimizer set to optimizers.Adam().Then, when you fit the dataset on abalone_features and abalone_features, make sure to set the following values: epochs=10, verbose=0.Finally, you should print both the history from fitting the model, and the model summary.

First you'll convert the feature dataset into a numpy array.Then you should create a Sequential model with 2 layers. The first layer should be a Dense layer with 64 units, and the second layer should also be a Dense one with units set to 1.Once the model is set up, you should compile it with a MeanSquaredError() loss and the optimizer set to optimizers.Adam().Then, when you fit the dataset on abalone_features and abalone_features, make sure to set the following values: epochs=10, verbose=0.Finally, you should print both the history from fitting the model, and the model summary.

32. The table below shows the age of each employee at a cardboard box factory ID 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 AGE 51 39 34 27 23 43 41 55 24 25 38 17 21 37 35 38 31 24 Calculate the following summary statistics for the age feature using python (num py) code snippet: a. Minimum,Maximum, Range b.Mean and Medianc. Variance and Statnard deviation

In a school a class teacher wants to estimate age of the students in years, months and days. Date of birth will be given as input by the user in the format years-months-days. write a python program to estimate age of the student in the asked format. (Example: If the input is "1997-10-12", then the output of the program should be "26 years, 1 months, 13 days " )Input Format:Years-months-daysOutput Format:total years, total months, total days

1. Write a class named Person that has attributes for name, age, andoccupation. These attributes should follow the Python convention forprivate attributes. Create getters and setters for each attribute. Name yourgetters and setters as get_ followed by the attribute name or set_ followedby the attribute name. 2. Write a Python class Stats that accepts a Python list of values during initialization. Implement methods to calculate the mean, median and mode and return the result.3. Write a Python class called Shape with an abstract method calculateArea(). Create two subclasses, Triangle and Rectangle, that implement the calculateArea() method.4. Write a Python class called Vehicle with properties like brand, model, and year. Implement a method to display the vehicle details.5. Write a Python Calculator class which will accept two values as arguments, then add them, subtract them, multiply them together, or divide them on request. For example :mycalc = MyCalculator( 12, 6); print( mycalc.add()); // Displays 18 print(mycalc.multiply()); // Displays 72

Back-end ChallengeIn the PHP file, write a program to perform a GET request on the route https://coderbyte.com/api/challenges/json/age-counting which contains a data key and the value is a string which contains items in the format: key=STRING, age=INTEGER. Your goal is to count how many items exist that have an age equal to or greater than 50, and print this final value.Example Input{"data":"key=IAfpK, age=58, key=WNVdi, age=64, key=jp9zt, age=47"}Example Output2