According to recent research by OpenAI, which of the following elements are influential for training deep learning models?

Consider the following initialization methods for the weights of a Deep Neural Network (DNN). Which method is likely to cause the symmetry problem during training, preventing the model from learning complex patterns?

Why do we apply softmax to the attention scores?

Why do we divide the dot-product by √dₖ in scaled dot-product attention?

Why do we apply softmax to the attention scores?

A revenue or expense event that is recognized after cash has been exchanged is called a (an)

Two pools are being filled with water. To start, the first pool contains 909 liters of water and the second pool is empty (which means 0 liters of water 😉 ). Water is being added to the first pool at a rate of 19.25 liters per minute. Water is being added to the second pool at a rate of 44.5 liters per minute.Assign your variables and then write a SYSTEM of linear equations. Solve this using either the addition or substitution method to answer the questions below.a) After how many minutes will the two pools have the same amount of water?b) How much water will be in each pool when they have the same amount?

Rewrite each equation as requested.a) Rewrite as a logarithmic equation.: The log with a blank base to fill in, like I wrote in part b, is in the second from the far right tab in Math Text Editor.53=125b) Rewrite as an exponential equation:log4116=-2

Show all work to justify your solutions. DO NOT JUST PUT THE ANSWERS. I want you to show me HOW you obtained your solution. If you only put answers, full credit may not be given. Use the Math Text Editor to type solutions using MATH TYPE, it is located in the TOOL BOX as a plus sign.You may use a NON-graphing scientific calculator for the exam. A calculator is also provided inside HonorLock.You have 2 hours to work this part of the Exam and type your work. Good luck! Due by Sunday, November 23 by 11:59 pm CT. It will close at that time.If you have technical problems with HonorLock, make sure you send a message to them. 

The apical membranes of the tubular epithelial cells contain ________ that increase the surface area for reabsorption.