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 Hugging Face yourself by colab. Each Section will have one assignment for you to think and code yourself. The Agenda is below. Agenda:Introduction Google Colaboratory Neuron Perceptron Make Your Perceptron Trainable Normalize Data Activation Function Loss Function Gradient Descent Elegant PyTorch Gradient Descent Final Project Final Project Explained Multi Layer Perceptron(MLPs)One Hot Encoding Prepare data for MLPs Define MLPs Train & Evaluate MLPs Final Project for MLPFCNN ExplainedFCNN LOVE Letters Classification using MLPs Final Project For FCNNCNN ExplainedCNN Prepare data(Fashion MNIST) CNNs Define Model CNNs Train&Evaluate ModelCNN Inference Final Project For CNNRNN ExplainedRNN Prepare dataRNN Define ModelRNN Train ModelRNN InferenceBERT Sesame StreetBERT Prepare Data IMDBBERT Model definitionBERT Model TrainingBERT Model Evaluation<p
Your first steps into machine learning. Understand supervised and unsupervised learning, train your first models, and build intuition for how algorithms learn from data.
Start your journey into tensorflow with foundational concepts and hands-on exercises designed for newcomers.
Start your journey into deep learning with foundational concepts and hands-on exercises designed for newcomers.
Start your journey into pytorch with foundational concepts and hands-on exercises designed for newcomers.
Master advanced pytorch concepts with expert-level content and cutting-edge techniques.
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