Convolutional Neural Network design by metaheuristic optimization algorithms
$10-30 USD
Imefungwa
Imechapishwa almost 4 years ago
$10-30 USD
Kulipwa wakati wa kufikishwa
We are looking for an expert in CNN and metaheuristics, to write a jupyter python script for automatically designing CNN architecture by different swarm-intelligent algorithms, such as ABC, Bat algorithm, Firefly algorithm, whale optimization algorithm on MNIST and CIFAR datasets. Each line, in the script, should be commented on and explained. The python script should also contain accuracy visualization for each experiment, confusion matrix, algorithm comparison, other visualization, etc. The results should be stored and saved in csv file. The parameters that should be optimized are the following: number of a convolutional layer, number of filters for each convolutional layer, filter size for each convolutional layer, activation function, pooling layer size, number of fully connected layers, number of neurons in each layer, weight regularization in each fc layer, droput rate, batch size, learning rule and learning rate.
When you apply, please specify the time you would need to complete the project and which other visualization technique you would use and which similar project did you do before.
Hello
I am a highly motivated young technocrat from India. Currently, I am a Ph.D. research scholar in the department of Computer Science & Engineering at Indian Institute of Technology (ISM) Dhanbad, India. I am approachable, you can come to me if you have a struggle, I am happy to help.
Best Regards
Amar Kaswan
Hello,
I just have obtained my master's degree, and finished three machine learning and artificial intelligence projects. I used tensorflow and keras with CNN, SVM, Qlearning and A-star. I even taught artificial intelligence and machine learning to others. I would be glad to do work with you.
Best Regards,
Ahmed
Hi,
I am a final year graduate student at IIT Kharagpur. I have reviewed your specification and I understand the task of automation here. Having done a vast amount of similar work on Deep Learning and Computer Vision (freelance and internships) I am confident that I can do this task. I have done multiple projects similar to this in Computer Vision domain.
To check my previous work on Computer Vision and Deep Learning, you can checkout my portfolio. Please let me know if you would like me to proceed with this task. I think i can do it in 15-20 days.
Regards!