Deep Learning In Time Series Course
Time series data is a type of sequential data taken at different time ranges. The data includes sensory data, stock price and sales data.
In this course, you will learn the fundamental and advanced concepts and practical skills of deep learning and time series.
- Theory (e.g., linear algebra, probability and statistics, calculus)
- Hands-on (e.g., NumPy, linear regression, feature scaling and more)
- Theory (e.g., machine learning basics, supervised vs unsupervised learning, data preprocessing, regression and more)
- Hands-on (e.g., diabetes prediction, house price prediction)
- Theory (e.g., classification, clustering, evaluation metrics, dimension reduction and more)
- Hands-on (e.g., logistic regression, K nearest neighbour, K means clustering, Principal Components Analysis)
- Theory (e.g., basic introduction to AI, Machine Learning and Deep Learning, Feedforward Neural Network, Deeplearning4j and more)
- Hands-on (e.g., lab environment preparation, DataVec, gender classification by name and more)
- Theory (e.g., Deeplearning4j training UI overview, hyperparameter tuning and more)
- Hands-on (e.g., construction of the convolutional neural network, saving and loading trained model)
- Theory (e.g., Introduction to Autoencoder and GAN, Recurrent Neural Network, Vectorization of Time Series Data and more)
- Hands-on (Mnist GAN, medical data classification and weather forecasting with LSTM)
- Theory (e.g., Introduction to time series analysis, types of time series problems and more)
- Hands-on (e.g., Pandas for Time Series, Time Series Decomposition)
- Theory (e.g., AR model, MA model, stationarity and more)
- Hands-on (e.g., time series forecasting)
- Theory (e.g., deep learning models, cross-validation method for time series)
- Hands-on (e.g., univariate, multivariate, and multi-step prediction and more)
- Theory (e.g., data sampling and data augmentation for time series classification, deep learning for anomaly detection and more)
- Hands-on (e.g., Human Activity Recognition, Credit Card Fraud Detection, Machine Anomaly Detection)
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