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Hands-on Machine Learning with Python

September 14, 2022 @ 8:00 pm - September 16, 2022 @ 10:00 pm

We invite you to a three-day hands-on machine learning workshop organized by the IEEE student branch at INRS-EMT and IEEE Montreal section. We virtually host Dr. Pedram Abdolghader, a research and development scientist at Few-Cycle Inc., to interactively learn about machine learning with Python. Basic knowledge of programming and familiarity with Python language is required. Speaker(s): Dr. Pedram Abdolghader , Agenda: 1st Day Date: Sep 14, 2022 17:00-19:00 (Montreal time) Introduction to Machine Learning linear regression cost function gradient descent optimization generalization overfitting/underfitting feature engineering a practical example of linear regression in Python :::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::: 2nd Day Date: Sep 15, 2022 17:00-19:00 (Montreal time) K-mean clustering algorithm Principal Component Analysis Python practice (implementation of k-mean clustering and PCA in Python) :::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::: 3rd Day Date: Sep 16, 2022 17:00-19:00 (Montreal time) Introduction to Neural Network Convolutional Neural Network Denoising Autoencoder Using Autoencoder to classification Application of Convolutional Autoencoder in Raman Microscopy Virtual: https://events.vtools.ieee.org/m/320345