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Opening Credits
1/2/2024
2 Preface
1/2/2024
3 Introduction to machine learning
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4 History of machine learning
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5 History of machine learning early concepts and foundations
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6 History of machine learning the emergence of artificial intelligence
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7 History of machine learning statistical approaches
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8 History of machine learning connectionism and neural networks
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9 History of machine learning machine learning boom in the 20th century
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9 History of machine learning machine learning boom in the 20th century
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10 History of machine learning rise of big data and computational power
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10 History of machine learning rise of big data and computational power
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11 History of machine learning deep learning revolution
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11 History of machine learning deep learning revolution
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12 Supervised learning
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12 Supervised learning
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13 Unsupervised learning
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13 Unsupervised learning
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14 Deep learning
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14 Deep learning
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15 Feature engineering
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15 Feature engineering
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16 Evaluation metrics
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16 Evaluation metrics
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17 Model deployment
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17 Model deployment
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18 Reinforcement learning
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18 Reinforcement learning
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19 Popular machine learning algorithms
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19 Popular machine learning algorithms
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20 Popular machine learning algorithms linear regression
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20 Popular machine learning algorithms linear regression
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21 Popular machine learning algorithms logistic regression
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21 Popular machine learning algorithms logistic regression
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22 Popular machine learning algorithms decision trees
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22 Popular machine learning algorithms decision trees
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23 Popular machine learning algorithms random forest
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23 Popular machine learning algorithms random forest
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24 Popular machine learning algorithms support vector machines (svm)
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24 Popular machine learning algorithms support vector machines (svm)
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25 Popular machine learning algorithms k nearest neighbors (knn)
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25 Popular machine learning algorithms k nearest neighbors (knn)
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26 Popular machine learning algorithms k means clustering
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26 Popular machine learning algorithms k means clustering
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27 Popular machine learning algorithms neural networks
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27 Popular machine learning algorithms neural networks
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28 Popular machine learning algorithms gradient boosting
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28 Popular machine learning algorithms gradient boosting
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29 Popular machine learning algorithms principal component analysis (pca)
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29 Popular machine learning algorithms principal component analysis (pca)
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30 Popular machine learning algorithms recurrent neural networks (rnn)
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30 Popular machine learning algorithms recurrent neural networks (rnn)
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31 Popular machine learning algorithms natural language processing (nlp) algorithms
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31 Popular machine learning algorithms natural language processing (nlp) algorithms
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32 Popular tools and libraries in machine learning
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32 Popular tools and libraries in machine learning
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33 Popular tools and libraries in machine learning numpy
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33 Popular tools and libraries in machine learning numpy
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34 Popular tools and libraries in machine learning pandas
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34 Popular tools and libraries in machine learning pandas
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35 Popular tools and libraries in machine learning scikit learn
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35 Popular tools and libraries in machine learning scikit learn
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36 Popular tools and libraries in machine learning tensorflow
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36 Popular tools and libraries in machine learning tensorflow
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37 Popular tools and libraries in machine learning pytorch
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37 Popular tools and libraries in machine learning pytorch
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38 Popular tools and libraries in machine learning keras
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38 Popular tools and libraries in machine learning keras
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39 Popular tools and libraries in machine learning jupyter notebooks
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39 Popular tools and libraries in machine learning jupyter notebooks
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40 Popular tools and libraries in machine learning matplotlib and seaborn
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40 Popular tools and libraries in machine learning matplotlib and seaborn
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41 Popular tools and libraries in machine learning scipy
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41 Popular tools and libraries in machine learning scipy
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42 Popular tools and libraries in machine learning xgboost
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42 Popular tools and libraries in machine learning xgboost
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43 Ethical considerations in machine learning
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43 Ethical considerations in machine learning
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44 Machine learning in real world applications
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44 Machine learning in real world applications
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45 Recent advances and trends
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45 Recent advances and trends
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46 Glossary
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47 Bibliography
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Ending Credits
1/2/2024