Deep Learning Network Code Question

Description

A1 ) Add mini-batch stochastic gradient decent for both networks, add a function to calculate prediction accuracy for both networks.¶

A2) Plot the histogram of activation functions for each layer in network 1 after the training is done.

A3) Add two more hidden layers to the first network and define backpropegation accordingly

A4) add 1-2-3 more hidden layers to the network 2 and plot cost for each epoch as a line in the line plot. The color for each line should be unique based on the number of hidden layers.

Your line plot should have 4 lines, Original (2 layers), 3 layers, 4 layers and 5 layers networks. Please see the code in the attached document and modify it according to the above mentioned questions. Please do in a ipynb file (jupyter) or google colab

Our Service Charter

1. Professional & Expert Writers: Writing Expert only hires the best. Our writers are specially selected and recruited, after which they undergo further training to perfect their skills for specialization purposes. Moreover, our writers are holders of masters and Ph.D. degrees. They have impressive academic records, besides being native English speakers.

2. Top Quality Papers: Our customers are always guaranteed papers that exceed their expectations. All our writers have +5 years of experience. This implies that all papers are written by individuals who are experts in their fields. In addition, the quality team reviews all the papers before sending them to the customers.

3. Plagiarism-Free Papers: All papers provided by Writing Expert are written from scratch. Appropriate referencing and citation of key information are followed. Plagiarism checkers are used by the Quality assurance team and our editors just to double-check that there are no instances of plagiarism.

4. Timely Delivery: Time wasted is equivalent to a failed dedication and commitment. Writing Expert is known for timely delivery of any pending customer orders. Customers are well informed of the progress of their papers to ensure they keep track of what the writer is providing before the final draft is sent for grading.

5. Affordable Prices: Our prices are fairly structured to fit all groups. Any customer willing to place their assignments with us can do so at very affordable prices. In addition, our customers enjoy regular discounts and bonuses.

6. 24/7 Customer Support: At Writing Expert, we have put in place a team of experts who answer all customer inquiries promptly. The best part is the ever-availability of the team. Customers can make inquiries anytime.

Our Service Charter