Course Content
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Module 1 Foundations of Date Science: Data Visualization and Interpretation
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Module 2 Data Wrangling and Data Imputation
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Module 3 Predictive Analytics: Supervised Learning Algorithms
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Module 4 Advanced Analytics
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Module 5
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Module 6 Machine Learning Algorithms/AI
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Module 7
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Module 8
Artificial Intelligence
- Introduction to neural networks; rule
- based expert systems
- Introduction to artificial neural
- networks (ANN); Neuron as
- computing element; Perceptron:
- McCullogh-Pitts model; Backpropagation
- algorithm; Multi-layer
- Neural Networks
- Deep learning algorithms:
- Convolutional networks; Recurrent
- nets; Auto-encoders;
- Deep Learning Platform: H2O.ai;
- Dato GraphLab; Tensor Flow