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