kabyru/ece614assignment1

Repo of code created for ECE 614 Assignment 1

ECE614Assignment1

Repo of code created for ECE 614 Assignment 1

Colab Link

https://colab.research.google.com/drive/17cqZYyWo2Qs1ruJ8zpfcJ2j-rEa8xzr8#scrollTo=35W6sFwZqgx9

Dataset used

https://archive.ics.uci.edu/ml/datasets/Real+estate+valuation+data+set

Experiments Conducted

ReLU Activation Functions

• 1 hidden layer, 64x1, loss=MAE
• 2 hidden layers, 64x1, loss=MAE
• 3 hidden layers, 64x1, loss=MAE
• 4 hidden layers, 64x1, loss=MAE
• 5 hidden layers, 64x1, loss=MAE
• 6 hidden layers, 64x1, loss=MAE
• 7 hidden layers, 64x1, loss=MAE

Sigmoid Activation Functions

• 2 hidden layers, 64x1, loss=MAE

Hyperbolic Tangent Activation Functions

• 2 hidden layers, 64x1, loss=MAE

Relevant publications

[1] https://www.researchgate.net/publication/322839668_Building_real_estate_valuation_models_with_comparative_approach_through_case-based_reasoning

[2] https://medium.com/@urvashilluniya/why-data-normalization-is-necessary-for-machine-learning-models-681b65a05029

[3] https://scikit-learn.org/stable/modules/preprocessing.html