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Week - 1
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Introduction to Machine Learning |
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Week - 2
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Data Preprocessing |
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Week - 3
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Supervised Learning Algorithms |
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Week - 4
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Decision Trees |
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Week - 5
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Model Selection and Evaluation Metrics |
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Week - 6
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Regression Analysis |
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Week - 7
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Logistic Regression |
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Week - 8
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Unsupervised Learning Algorithms |
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Week - 9
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Principal Component Analysis (PCA) and Dimensionality Reduction |
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Week - 10
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Artificial Neural Networks |
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Week - 11
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Convolutional Neural Networks (CNNs) |
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Week - 12
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Deep Learning |
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Week - 13
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Image Processing |
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Week - 14
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Natural Language Processing (NLP), application |