Certificate in Data Analysis for Deep Learning
-- ViewingNowThe Certificate in Data Analysis for Deep Learning is a comprehensive course designed to equip learners with essential skills in data analysis and deep learning. This program is crucial in today's data-driven world, where businesses rely heavily on data analysis to make informed decisions.
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โข Introduction to Data Analysis: Basic concepts, data types, data wrangling, data visualization
โข Deep Learning Fundamentals: Artificial neural networks, backpropagation, gradient descent
โข Python for Data Analysis: NumPy, pandas, matplotlib, Seaborn
โข Data Preprocessing: Data cleaning, normalization, feature scaling, dimensionality reduction
โข Convolutional Neural Networks (CNNs): Image classification, object detection, feature extraction
โข Recurrent Neural Networks (RNNs): Sequence prediction, natural language processing, speech recognition
โข Deep Learning Libraries: TensorFlow, Keras, PyTorch, Theano
โข Hyperparameter Tuning: Learning rate, batch size, number of layers, regularization
โข Evaluation Metrics: Accuracy, precision, recall, F1 score, ROC curve
โข Ethics in Deep Learning: Bias, fairness, privacy, transparency, accountability
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