Mark Levene is emeritus professor of Computer Science at Birkbeck University of London. His main area of expertise is Data Science and Machine Learning, including Applied Machine Learning, Trustworthy and Safe AI, and more.  Dr. Martyn Harris is a lecturer and Programme Director at Birkbeck University of London. His areas of expertise include Data Science, Machine Learning, and Natural Language Processing.

• List of Figures       ixPreface        xviiAbout the Authors        xix  Chapter 1. What Is Data Science?        1  Chapter 2. Basic Statistics         32.1 Introductory Statistical Notions         32.2 Expectation         172.3 Variance         212.4 Correlation         262.5 Regression         282.6 Chapter Summary         32  Chapter 3. Types of Data         333.1 Tabular Data         333.2 Textual Data         383.3 Image, Video, and Audio Data         403.4 Time Series Data         413.5 Geographical Data         423.6 Social Network Data         443.7 Transforming Data         463.8 Chapter Summary         51  Chapter 4. Machine Learning Tools         524.1 What Is Machine Learning?         524.2 Evaluation         574.3 Supervised Methods         684.4 Unsupervised Methods         1054.5 Semi-Supervised Methods         1254.6 Chapter Summary         129  Chapter 5. Data Science Topics         1305.1 Searching, Ranking, and Rating         1305.2 Social Networks         1505.3 Three Natural Language Processing Topics         1715.4 Chapter Summary         183  Chapter 6. Selected Additional Topics         1846.1 Neuro-Symbolic AI         1846.2 Conversational AI         1856.3 Generative Neural Networks         1856.4 Trustworthy AI         1866.5 Large Language Models         1876.6 Epilogue         187  Chapter 7. Further Reading         1897.1 Basic Statistics         1897.2 Data Science         1897.3 Machine Learning         1907.4 Deep Learning         1917.5 Research Papers         1917.6 Python         191  Bibliography         192 Index         195

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Mark Levene is emeritus professor of Computer Science at Birkbeck University of London. His main area of expertise is Data Science and Machine Learning, including Applied Machine Learning, Trustworthy and Safe AI, and more.  Dr. Martyn Harris is a lecturer and Programme Director at Birkbeck University of London. His areas of expertise include Data Science, Machine Learning, and Natural Language Processing.

• List of Figures       ixPreface        xviiAbout the Authors        xix  Chapter 1. What Is Data Science?        1  Chapter 2. Basic Statistics         32.1 Introductory Statistical Notions         32.2 Expectation         172.3 Variance         212.4 Correlation         262.5 Regression         282.6 Chapter Summary         32  Chapter 3. Types of Data         333.1 Tabular Data         333.2 Textual Data         383.3 Image, Video, and Audio Data         403.4 Time Series Data         413.5 Geographical Data         423.6 Social Network Data         443.7 Transforming Data         463.8 Chapter Summary         51  Chapter 4. Machine Learning Tools         524.1 What Is Machine Learning?         524.2 Evaluation         574.3 Supervised Methods         684.4 Unsupervised Methods         1054.5 Semi-Supervised Methods         1254.6 Chapter Summary         129  Chapter 5. Data Science Topics         1305.1 Searching, Ranking, and Rating         1305.2 Social Networks         1505.3 Three Natural Language Processing Topics         1715.4 Chapter Summary         183  Chapter 6. Selected Additional Topics         1846.1 Neuro-Symbolic AI         1846.2 Conversational AI         1856.3 Generative Neural Networks         1856.4 Trustworthy AI         1866.5 Large Language Models         1876.6 Epilogue         187  Chapter 7. Further Reading         1897.1 Basic Statistics         1897.2 Data Science         1897.3 Machine Learning         1907.4 Deep Learning         1917.5 Research Papers         1917.6 Python         191  Bibliography         192 Index         195

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Mark Levene is emeritus professor of Computer Science at Birkbeck University of London. His main area of expertise is Data Science and Machine Learning, including Applied Machine Learning, Trustworthy and Safe AI, and more.  Dr. Martyn Harris is a lecturer and Programme Director at Birkbeck University of London. His areas of expertise include Data Science, Machine Learning, and Natural Language Processing.

• List of Figures       ixPreface        xviiAbout the Authors        xix  Chapter 1. What Is Data Science?        1  Chapter 2. Basic Statistics         32.1 Introductory Statistical Notions         32.2 Expectation         172.3 Variance         212.4 Correlation         262.5 Regression         282.6 Chapter Summary         32  Chapter 3. Types of Data         333.1 Tabular Data         333.2 Textual Data         383.3 Image, Video, and Audio Data         403.4 Time Series Data         413.5 Geographical Data         423.6 Social Network Data         443.7 Transforming Data         463.8 Chapter Summary         51  Chapter 4. Machine Learning Tools         524.1 What Is Machine Learning?         524.2 Evaluation         574.3 Supervised Methods         684.4 Unsupervised Methods         1054.5 Semi-Supervised Methods         1254.6 Chapter Summary         129  Chapter 5. Data Science Topics         1305.1 Searching, Ranking, and Rating         1305.2 Social Networks         1505.3 Three Natural Language Processing Topics         1715.4 Chapter Summary         183  Chapter 6. Selected Additional Topics         1846.1 Neuro-Symbolic AI         1846.2 Conversational AI         1856.3 Generative Neural Networks         1856.4 Trustworthy AI         1866.5 Large Language Models         1876.6 Epilogue         187  Chapter 7. Further Reading         1897.1 Basic Statistics         1897.2 Data Science         1897.3 Machine Learning         1907.4 Deep Learning         1917.5 Research Papers         1917.6 Python         191  Bibliography         192 Index         195

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