Pytorch Deep Learning

Pytorch&Hugginface Deep Learning Course(Colab Hands-On) Welcome to Pytorch Deep Learning From Zero To Hero Series.If you have already mastered the basic syntax of python and don't know what to do next, this course will be a rocket booster to skyrocket your programming skill to a business applicable level.In this course, you will be able to master implementing deep neural network from the very beginning(simple perceptron) to BERT transfer learning/Google's T5 by using pytorch and huggingface yourself by colab. Each Section will have one assignment for you to think and code yourself. The Agenda is below.   Agenda:IntroductionGoogle ColaboratoryNeuronPerceptronMake Your Perceptron TrainableNormalize DataActivation FunctionLoss FunctionGradient DescentElegant Pytorch Gradient DescentFinal ProjectFinal Project ExplainedMulti Layer Perceptron(MLP)One Hot EncodingPrepare data for MLPDefine MLPTrain & Evaluate MLPFinal Project for MLPFCNN ExplainedFCNN LOVE Letters Classification using MLPFinal Project For FCNNCNN ExplainedCNN Prepare data(Fashion MNIST) CNN Define Model CNN Train&Evaluate ModelCNNInferenceFinal Project For CNNRNN ExplainedRNN Prepare dataRNN Define ModelRNN Train ModelRNN InferenceBERT Sesame StreetBERT Prepare Data IMDBBERT Model definitionBERT Model TrainingBERT Model Evaluation