Smriti Shyamal, Ph.D. - Projects
LSTM for Electricity Price Bidding, CWP Energy, Montreal, Canada, Sep’18
Implemented Robust PCA algorithm for separating price that deviate substantially from normal behaviour
Developed LSTM model for bidding strategy optimization using real market data
Deep Learning & SVM for Image Reconstruction, McMaster University, Canada, Sep’17-Jan’18
Developed DeepNet/SVM in Python (TensorFlow with CUDA, Scikit Learn) for image reconstruction
Conceptualized the learning problem and generated input & output data from original RGB image
Trained and tested the machine leaning models on Amazon Web Services (AWS) EC2 (g2.2xlarge) GPUs
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Perceptron & SVM for Classification, McMaster University, Canada, Sep’17-Dec’18
Applied 2 machine learning algorithms (Perceptron and SVM) in Python for large scale data classification
Compared and evaluated Perceptron and SVM performances by creating confusion matrices