Challenges motivating deep learning

What is/are the main reason(s) of increasing popularity of Deep Learning?1 pointThe dramatic increases in computer processing capabilities.The availability of massive amounts of data for training computer systems.The advances in machine learning algorithms and research.All of the above

Which of the following is a primary challenge in training very deep convolutional neural networks?Group of answer choicesInsufficient hardwareVanishing gradientsOver-regularizationLack of data

Which of the following is a primary challenge in training very deep convolutional neural networks?Group of answer choicesVanishing gradientsOver-regularizationLack of dataInsufficient hardware

What are the latest advancements in deep learning research? What are some promising future directions for DNNs? (

What is the main goal of bias-variance tradeoff in deep learning?Question 10AnswerA.To minimize both bias and variance simultaneouslyB.To find the best-fitting model with the lowest bias and varianceC.To minimize the training errorD.To achieve perfect accuracy on the training data