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Opening Credits
1/12/2024
2 Preface
1/12/2024
3 Introduction to mathematics in AI
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4 Essential mathematical concepts
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5 Statistics for AI
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6 Optimization in AI
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7 Linear Algebra in AI
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8 Calculus for Machine Learning
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9 Probability theory in AI
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10 Advanced topics in mathematics for ai
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11 Mathematical foundations of neural networks
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12 Mathematics behind popular machine learning algorithms
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13 Mathematics behind popular machine learning algorithms linear regression
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14 mathematics behind popular machine learning algorithms logistic regression
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15 Mathematics behind popular machine learning algorithms decision trees
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16 Mathematics behind popular machine learning algorithms random forests
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17 Mathematics behind popular machine learning algorithms support vector machines (svm)
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18 Mathematics behind popular machine learning algorithms k nearest neighbors (knn)
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19 Mathematics behind popular machine learning algorithms k means clustering
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20 Mathematics behind popular machine learning algorithms principal component analysis (pca)
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21 Mathematics behind popular machine learning algorithms neural networks
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22 Mathematics behind popular machine learning algorithms gradient boosting
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23 Mathematics behind popular machine learning algorithms recurrent neural networks (rnn)
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24 Mathematics behind popular machine learning algorithms long short term memory (lstm)
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25 Mathematics behind popular machine learning algorithms gradient descent
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26 Implementing AI mathematics concepts with python
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27 Implementing AI mathematics concepts with python linear regression implementation
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28 Implementing AI mathematics concepts with python logistic regression implementation
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29 Implementing AI mathematics concepts with python decision trees implementation
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30 Implementing AI mathematics concepts with python random forests implementation
1/12/2024
31 Implementing AI mathematics concepts with python support vector machines (svm) implementation
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32 Implementing AI mathematics concepts with python neural networks implementation
1/12/2024
33 Implementing AI mathematics concepts with python k means clustering implementation
1/12/2024
34 Implementing AI mathematics concepts with python principal component analysis (pca) implementation
1/12/2024
35 Implementing AI mathematics concepts with python gradient descent implementation
1/12/2024
36 Implementing AI mathematics concepts with python recurrent neural networks (rnn) implementation
1/12/2024
37 Implementing AI mathematics concepts with python long short term memory (lstm) implementation
1/12/2024
38 implementing ai mathematics concepts with python gradient boosting implementation
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39 Ppopular python packages for implementing ai mathematics
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40 Popular python packages for implementing ai mathematics numpy
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41 Popular python packages for implementing ai mathematics scipy
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42 Popular python packages for implementing ai mathematics pandas
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43 Popular python packages for implementing ai mathematics sympy
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44 Popular python packages for implementing ai mathematics matplotlib
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45 Popular python packages for implementing ai mathematics seaborn
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46 Popular python packages for implementing ai mathematics scikit learn
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47 Popular python packages for implementing ai mathematics statsmodels
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48 Popular python packages for implementing ai mathematics tensorflow
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49 Popular python packages for implementing ai mathematics pytorch
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50 Applications of mathematics and statistics in ai
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51 Mathematics in computer vision
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52 Mathematics in natural language processing
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53 Mathematics in reinforcement learning
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54 Conclusion: building a strong mathematical foundation for ai
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55 Glossary
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56 Bibliography
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Ending Credits
1/12/2024