Computational Intelligence Methods ii) Describe the process that has been followed to implement a Multi-layer Perceptron...

Computational Intelligence Methods

ii) Describe the process that has been followed to implement a Multi-layer Perceptron for handwritten digit recognition as presented in the lecture (the code is included in the accompanying Jupyter Notebook ipynb file). Experiment by changing the network's architecture (number of neurons in hidden layer and number of hidden layers) and comment on how the accuracy of the network is affected by these changes.

Solutions

Expert Solution

Solution 1: One of the most famous solutions to perform handwritten recognition is through using deep learning architecture. In this, a significantly deep neural network is employed to perform the classification of the digits on the basis of the features present in the digits images. It is more of a computer vision problem that makes use of a very deep learning neural network that is able to learn the trends and the patterns present within the images that are fed to it through a dataset explicitly, on the basis of a suitable learning algorithm such as backpropagation algorithm. It can also be a convolutional neural network that does not require you to actually pass the features of the images explicitly instead it learns the features from the images on the basis of the different regions and the shapes present within the image.

Solution 2: A neural network is a very powerful machine learning model and it can provide exceptional classification as well as the regression capabilities to the projects that someone is actually working on. So a multilayer perceptron is a very strong machine learning architecture and this is because since it has multiple neurons present within the neural network and hence it has the capabilities to learn a lot of parameters from the data on itself and hence it has exceptional generalization capabilities. This makes them a lot more powerful classifiers and regressors as compared to other machine learning algorithm or architecture. So if you have a smaller number of perceptrons then your model may suffer from the underfitting and would have less generalizational capabiltiy while if it has a lot of perceptrons then it can perform the generalization as well as the classification way better than the previous case.

Here's the solution to your question, please provide it a 100% rating. Thanks for asking and happy learning!!

venereology answered 3 weeks ago

Next > < Previous

Related Solutions

Computational methods can be applied at the early stages of the drug design process. It is...

Computational methods can be applied at the early stages of the drug design process. It is use current technology to provide valuable insights into the understanding of chemical system in a virtual manner. By integrating the TWO (2) computational methods; molecular docking and molecular dynamics simulation, explain how these TWO (2) methods can be integrated in computational drug design. Long answer in essay form for 25 Marks

Describe: -Different pressure fields to start the solution of the momentum equations for the computational process...

Describe: -Different pressure fields to start the solution of the momentum equations for the computational process -The differences between correcting the velocities with a velocity potential versus pressure correction. -The different features associated with the Beam-Warming method and multi-dimensional factorization

what are the multi-step process involving the methods the Federal Reserve Bank will undertake to create...

what are the multi-step process involving the methods the Federal Reserve Bank will undertake to create the $1,200 stimulus checks? Take us through all of the steps of the process, from the Congress approving a federal expenditure with no tax increase, until the public’s possession of the newly printed money. Include all of the steps that must be undertaken by both the Federal Reserve Bank and by the US Treasury for this money supply expansion to go from start to finish. Do...

Describe the anatomy and the process of leather formation. Which layer(s) of the skin is involved?

There has been extensive debate on how to measure “real” intelligence. How do you measure intelligence...

There has been extensive debate on how to measure “real” intelligence. How do you measure intelligence in the elderly and why?

Fully describe the process that must be followed to do use case realization with crc cards

describe the process whereby iodine visualizes otherwise invisible components of a developed thin layer plate

It has been determined that an x-ray machine has a Half Value Layer of 1.80 mm...

It has been determined that an x-ray machine has a Half Value Layer of 1.80 mm Aluminum. Explain the concerns with the emission of the photon beam and patient exposure. What are the changes to the continuous and discrete spectrums, and the correction measures required? Be descriptive and do not use fragmented sentences.

The President P has been accused of colluding with Russian intelligence to tilt the election in...

The President P has been accused of colluding with Russian intelligence to tilt the election in his favor. Let g denote “how guilty” the President is of these charges. Assume g is either 1, 2, or 3, where 3 means “guilty as sin” and 1 means “not at all guilty.” Assume that g is chosen by nature and a voter V believes each value is equally likely (voters are pretty skeptical of politicians these days). A special counsel S has...

Describe your process of selecting the current trend or solution that you would like to implement...

Describe your process of selecting the current trend or solution that you would like to implement within your organization. Share at least 3 of the most useful resources that you have found for identifying current trends in the health care management industry. Identify at least 2 resources that you reviewed but chose not to use. Indicate how you decided what was a good resource and what was not. Use a narrative format in your posts, not bullet points. PLEASE USE...

Subjects