Course Topics

Machine Learning Specialization - EICT, IITR
Topics
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1. Python (Videos and MCQs)
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2. NumPy for Machine Learning
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3. Pandas for Machine Learning
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4. Introduction to ML
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5. End-to-End Project
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6. Project - Bike Rental Forecasting - Basic
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7. Project - Bike Rental Forecasting
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8. Classification
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9. Training Models
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10. Support Vector Machines
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11. Decision Trees
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12. Ensemble Learning
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13. Dimensionality Reduction
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14. Project - Fashion MNIST
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15. Unsupervised Machine Learning
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16. Projects - Assignments
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17. Deploy Machine Learning models to production
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18. Hands On with TensorFlow
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19. Artificial Neural Network
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20. Training Deep Neural Nets
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21. Convolutional Neural Nets
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22. Project - MNIST using CNN with TensorFlow Keras
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23. Recurrent Neural Networks
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24. Autoencoders
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25. Reinforcement Learning
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26. Project - Classify Clothes
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  • 500 Learners
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27. Project - Cats classifier
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  • 500 Learners
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28. Project - Classify Large Images
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  • 500 Learners
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