├── 01. Introduction to Python.md ├── 01. Python Basics.pdf ├── 02. Python Lists.md ├── 02. Python Lists.pdf ├── 03. Functions and Packages.md ├── 03. Functions and Packages.pdf ├── 04. NumPy.md ├── 04. NumPy.pdf ├── 05. Matplotlib.md ├── 05. Matplotlib.pdf ├── 06. Dictionaries & Pandas.md ├── 06. Dictionaries & Pandas.pdf ├── 07. Logic, Control Flow and Filtering.md ├── 07. Logic, Control Flow and Filtering.pdf ├── 08. Loops.md ├── 08. Loops.pdf ├── 09. Case Study- Hacker Statistics.md ├── 09. Case Study- Hacker Statistics.pdf ├── 10. Writing your own functions.md ├── 10. Writing your own functions.pdf ├── 100. Enforce data consistency with attribute constraints.pdf ├── 101. Uniquely identify records with key constraints.pdf ├── 102. Glue together tables with foreign keys.pdf ├── 103. Introduction to Shell for Data Science.md ├── 11. Default arguments, variable-length arguments and scope.md ├── 11. Default arguments, variable-length arguments and scope.pdf ├── 12. Lambda functions and error-handling.md ├── 12. Lambda functions and error-handling.pdf ├── 13. Using iterators in PythonLand.md ├── 13. Using iterators in PythonLand.pdf ├── 14. List comprehensions and generators.md ├── 14. List comprehensions and generators.pdf ├── 15. Bringing it all together!.md ├── 15. Bringing it all together!.pdf ├── 16. Introduction and flat files.md ├── 16. Introduction and flat files.pdf ├── 17. Importing data from other file types.md ├── 17. Importing data from other file types.pdf ├── 18. Working with relational databases in Python.md ├── 18. Working with relational databases in Python.pdf ├── 19. Importing data from the Internet.md ├── 19. Importing data from the Internet.pdf ├── 20. Interacting with APIs to import data from the web.md ├── 20. Interacting with APIs to import data from the web.pdf ├── 21. Diving deep into the Twitter API.md ├── 21. Diving deep into the Twitter API.pdf ├── 22. Exploring your data.md ├── 22. Exploring your data.pdf ├── 23. Tidying data for analysis.md ├── 23. Tidying data for analysis.pdf ├── 24. Combining data for analysis.md ├── 24. Combining data for analysis.pdf ├── 25. Cleaning data for analysis.md ├── 25. Cleaning data for analysis.pdf ├── 26. Case study.md ├── 26. Case study.pdf ├── 27. Data ingestion & inspection.md ├── 27. Data ingestion & inspection.pdf ├── 28. Exploratory data analysis.md ├── 28. Exploratory data analysis.pdf ├── 29. Time series in pandas.md ├── 29. Time series in pandas.pdf ├── 30. Case Study - Sunlight in Austin.md ├── 30. Case Study - Sunlight in Austin.pdf ├── 31. Extracting and transforming data.md ├── 31. Extracting and transforming data.pdf ├── 32. Advanced indexing.md ├── 32. Advanced indexing.pdf ├── 33. Rearranging and reshaping data.md ├── 33. Rearranging and reshaping data.pdf ├── 34. Grouping data.md ├── 34. Grouping data.pdf ├── 35. Bringing it all together.md ├── 35. Bringing it all together.pdf ├── 36. Preparing data.md ├── 36. Preparing data.pdf ├── 37. Concatenating data.md ├── 37. Concatenating data.pdf ├── 38. Merging data.md ├── 38. Merging data.pdf ├── 39. Case Study - Summer Olympics.md ├── 39. Case Study - Summer Olympics.pdf ├── 40. Selecting Columns.md ├── 41. Filtering rows.md ├── 42. Aggregate Functions.md ├── 43. Sorting, grouping and joins.md ├── 44. Basics of Relational Databases.md ├── 44. Basics of Relational Databases.pdf ├── 45. Applying Filtering, Ordering and Grouping to Queries.md ├── 45. Applying Filtering, Ordering and Grouping to Queries.pdf ├── 46. Advanced SQLAlchemy Queries.md ├── 46. Advanced SQLAlchemy Queries.pdf ├── 47. Creating and Manipulating your own Databases.md ├── 47. Creating and Manipulating your own Databases.pdf ├── 48. Putting it all together.md ├── 48. Putting it all together.pdf ├── 49. Customizing plots.md ├── 49. Customizing plots.pdf ├── 50. Plotting 2D arrays.md ├── 50. Plotting 2D arrays.pdf ├── 51. Statistical plots with Seaborn.md ├── 51. Statistical plots with Seaborn.pdf ├── 52. Analyzing time series and images.md ├── 52. Analyzing time series and images.pdf ├── 53. Basic plotting with Bokeh.md ├── 53. Basic plotting with Bokeh.pdf ├── 54. Layouts, Interactions, and Annotations.md ├── 54. Layouts, Interactions, and Annotations.pdf ├── 55. Building interactive apps with Bokeh.md ├── 55. Building interactive apps with Bokeh.pdf ├── 56. Putting It All Together! A Case Study.md ├── 56. Putting It All Together! A Case Study.pdf ├── 57. Graphical exploratory data analysis.md ├── 57. Graphical exploratory data analysis.pdf ├── 58. Quantitative exploratory data analysis.md ├── 58. Quantitative exploratory data analysis.pdf ├── 59. Thinking probabilistically-- Discrete variables.md ├── 59. Thinking probabilistically-- Discrete variables.pdf ├── 60. Thinking probabilistically-- Continuous variables.md ├── 60. Thinking probabilistically-- Continuous variables.pdf ├── 61. Parameter estimation by optimization.md ├── 61. Parameter estimation by optimization.pdf ├── 62. Bootstrap confidence intervals.md ├── 62. Bootstrap confidence intervals.pdf ├── 63. Introduction to hypothesis testing.md ├── 63. Introduction to hypothesis testing.pdf ├── 64. Hypothesis test examples.md ├── 64. Hypothesis test examples.pdf ├── 65. Putting it all together.md ├── 65. Putting it all together.pdf ├── 66. Introduction to joins.md ├── 66. Introduction to joins.pdf ├── 67. Outer joins and cross joins.md ├── 67. Outer joins and cross joins.pdf ├── 68. Set theory clauses.md ├── 68. Set theory clauses.pdf ├── 69. Subqueries.pdf ├── 69.Subqueries.md ├── 70. Classification.md ├── 70. Classification.pdf ├── 71. Regression.md ├── 71. Regression.pdf ├── 72. Fine-tuning your model.md ├── 72. Fine-tuning your model.pdf ├── 73. Preprocessing and pipelines.md ├── 73. Preprocessing and pipelines.pdf ├── 74. Exploring the raw data.md ├── 74. Exploring the raw data.pdf ├── 75. Creating a simple first model.pdf ├── 75. It's time to build a model.md ├── 76. Improving your model.md ├── 76. Improving your model.pdf ├── 77. Learning from the experts.md ├── 77. Learning from the experts.pdf ├── 78. Clustering for dataset exploration.md ├── 78. Clustering for dataset exploration.pdf ├── 79. Visualization with hierarchical clustering and t-SNE.md ├── 79. Visualization with hierarchical clustering and t-SNE.pdf ├── 80. Decorrelating your data and dimension reduction.md ├── 80. Decorrelating your data and dimension reduction.pdf ├── 81. Discovering interpretable features.md ├── 81. Discovering interpretable features.pdf ├── 82. Basics of deep learning and neural networks.md ├── 82. Basics of deep learning and neural networks.pdf ├── 83. Optimizing a neural network with backward propagation.md ├── 83. Optimizing a neural network with backward propagation.pdf ├── 84. Building deep learning models with keras.md ├── 84. Building deep learning models with keras.pdf ├── 85. Fine-tuning keras models.md ├── 85. Fine-tuning keras models.pdf ├── 86. Introduction to networks.md ├── 86. Introduction to networks.pdf ├── 87. Important nodes.md ├── 87. Important nodes.pdf ├── 88. Structures.md ├── 88. Structures.pdf ├── 89. Bringing it all together.md ├── 89. Bringing it all together.pdf ├── 90. Classification and Regression Trees.md ├── 90. Classification and Regression Trees.pdf ├── 91. The Bias-Variance Tradeoff.md ├── 91. The Bias-Variance Tradeoff.pdf ├── 92. Bagging and Random Forests.md ├── 92. Bagging and Random Forests.pdf ├── 93. Boosting.md ├── 93. Boosting.pdf ├── 94. Model Tuning.md ├── 94. Model Tuning.pdf ├── 95. Preparing the data for analysis.md ├── 95. Preparing the data for analysis.pdf ├── 96. Exploring the relationship between gender and policing.md ├── 96. Exploring the relationship between gender and policing.pdf ├── 97. Visual exploratory data analysis.md ├── 97. Visual exploratory data analysis.pdf ├── 98. Analyzing the effect of weather on policing.md ├── 98. Analyzing the effect of weather on policing.pdf ├── 99. Your first database.pdf ├── README.md ├── a. Introduction to Python.pdf ├── b. Intermediate Python for Data Science.pdf ├── c. Python Data Science Toolbox (Part 1).pdf ├── d. Python Data Science Toolbox (Part 2).pdf ├── e. Importing Data in Python (Part 1).pdf ├── f. Importing Data in Python (Part 2).pdf ├── g. Cleaning Data in Python.pdf ├── h. pandas Foundations.pdf ├── i. Manipulating DataFrames with pandas.pdf ├── j. Merging DataFrames with pandas.pdf ├── k. Intro to SQL for Data Science.pdf ├── l. Introduction to Databases in Python.pdf ├── m. Introduction to Data Visualization with Python.pdf ├── n. Interactive Data Visualization with Bokeh.pdf ├── o. Statistical Thinking in Python (Part 1).pdf ├── p. Statistical Thinking in Python (Part 2).pdf ├── q. Joining Data in SQL.pdf ├── r. Supervised Learning with scikit-learn.pdf ├── s. Machine Learning with the Experts.pdf ├── t. Unsupervised Learning in Python.pdf ├── u. Deep Learning in Python.pdf ├── v. Network Analysis in Python (Part 1).pdf ├── w. Machine Learning with Tree-Based Models in Python.pdf ├── x. Analyzing Police Activity with pandas.pdf └── y. Introduction to Shell for Data Science.pdf /01. Introduction to Python.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/01. Introduction to Python.md -------------------------------------------------------------------------------- /01. Python Basics.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/01. Python Basics.pdf -------------------------------------------------------------------------------- /02. Python Lists.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/02. Python Lists.md -------------------------------------------------------------------------------- /02. Python Lists.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/02. Python Lists.pdf -------------------------------------------------------------------------------- /03. Functions and Packages.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/03. Functions and Packages.md -------------------------------------------------------------------------------- /03. Functions and Packages.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/03. Functions and Packages.pdf -------------------------------------------------------------------------------- /04. NumPy.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/04. NumPy.md -------------------------------------------------------------------------------- /04. NumPy.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/04. NumPy.pdf -------------------------------------------------------------------------------- /05. Matplotlib.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/05. Matplotlib.md -------------------------------------------------------------------------------- /05. Matplotlib.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/05. Matplotlib.pdf -------------------------------------------------------------------------------- /06. Dictionaries & Pandas.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/06. Dictionaries & Pandas.md -------------------------------------------------------------------------------- /06. Dictionaries & Pandas.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/06. Dictionaries & Pandas.pdf -------------------------------------------------------------------------------- /07. Logic, Control Flow and Filtering.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/07. Logic, Control Flow and Filtering.md -------------------------------------------------------------------------------- /07. Logic, Control Flow and Filtering.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/07. Logic, Control Flow and Filtering.pdf -------------------------------------------------------------------------------- /08. Loops.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/08. Loops.md -------------------------------------------------------------------------------- /08. Loops.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/08. Loops.pdf -------------------------------------------------------------------------------- /09. Case Study- Hacker Statistics.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/09. Case Study- Hacker Statistics.md -------------------------------------------------------------------------------- /09. Case Study- Hacker Statistics.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/09. Case Study- Hacker Statistics.pdf -------------------------------------------------------------------------------- /10. Writing your own functions.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/10. Writing your own functions.md -------------------------------------------------------------------------------- /10. Writing your own functions.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/10. Writing your own functions.pdf -------------------------------------------------------------------------------- /100. Enforce data consistency with attribute constraints.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/100. Enforce data consistency with attribute constraints.pdf -------------------------------------------------------------------------------- /101. Uniquely identify records with key constraints.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/101. Uniquely identify records with key constraints.pdf -------------------------------------------------------------------------------- /102. Glue together tables with foreign keys.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/102. Glue together tables with foreign keys.pdf -------------------------------------------------------------------------------- /103. Introduction to Shell for Data Science.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/103. Introduction to Shell for Data Science.md -------------------------------------------------------------------------------- /11. Default arguments, variable-length arguments and scope.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/11. Default arguments, variable-length arguments and scope.md -------------------------------------------------------------------------------- /11. Default arguments, variable-length arguments and scope.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/11. Default arguments, variable-length arguments and scope.pdf -------------------------------------------------------------------------------- /12. Lambda functions and error-handling.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/12. Lambda functions and error-handling.md -------------------------------------------------------------------------------- /12. Lambda functions and error-handling.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/12. Lambda functions and error-handling.pdf -------------------------------------------------------------------------------- /13. Using iterators in PythonLand.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/13. Using iterators in PythonLand.md -------------------------------------------------------------------------------- /13. Using iterators in PythonLand.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/13. Using iterators in PythonLand.pdf -------------------------------------------------------------------------------- /14. List comprehensions and generators.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/14. List comprehensions and generators.md -------------------------------------------------------------------------------- /14. List comprehensions and generators.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/14. List comprehensions and generators.pdf -------------------------------------------------------------------------------- /15. Bringing it all together!.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/15. Bringing it all together!.md -------------------------------------------------------------------------------- /15. Bringing it all together!.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/15. Bringing it all together!.pdf -------------------------------------------------------------------------------- /16. Introduction and flat files.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/16. Introduction and flat files.md -------------------------------------------------------------------------------- /16. Introduction and flat files.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/16. Introduction and flat files.pdf -------------------------------------------------------------------------------- /17. Importing data from other file types.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/17. Importing data from other file types.md -------------------------------------------------------------------------------- /17. Importing data from other file types.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/17. Importing data from other file types.pdf -------------------------------------------------------------------------------- /18. Working with relational databases in Python.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/18. Working with relational databases in Python.md -------------------------------------------------------------------------------- /18. Working with relational databases in Python.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/18. Working with relational databases in Python.pdf -------------------------------------------------------------------------------- /19. Importing data from the Internet.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/19. Importing data from the Internet.md -------------------------------------------------------------------------------- /19. Importing data from the Internet.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/19. Importing data from the Internet.pdf -------------------------------------------------------------------------------- /20. Interacting with APIs to import data from the web.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/20. Interacting with APIs to import data from the web.md -------------------------------------------------------------------------------- /20. Interacting with APIs to import data from the web.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/20. Interacting with APIs to import data from the web.pdf -------------------------------------------------------------------------------- /21. Diving deep into the Twitter API.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/21. Diving deep into the Twitter API.md -------------------------------------------------------------------------------- /21. Diving deep into the Twitter API.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/21. Diving deep into the Twitter API.pdf -------------------------------------------------------------------------------- /22. Exploring your data.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/22. Exploring your data.md -------------------------------------------------------------------------------- /22. Exploring your data.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/22. Exploring your data.pdf -------------------------------------------------------------------------------- /23. Tidying data for analysis.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/23. Tidying data for analysis.md -------------------------------------------------------------------------------- /23. Tidying data for analysis.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/23. Tidying data for analysis.pdf -------------------------------------------------------------------------------- /24. Combining data for analysis.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/24. Combining data for analysis.md -------------------------------------------------------------------------------- /24. Combining data for analysis.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/24. Combining data for analysis.pdf -------------------------------------------------------------------------------- /25. Cleaning data for analysis.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/25. Cleaning data for analysis.md -------------------------------------------------------------------------------- /25. Cleaning data for analysis.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/25. Cleaning data for analysis.pdf -------------------------------------------------------------------------------- /26. Case study.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/26. Case study.md -------------------------------------------------------------------------------- /26. Case study.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/26. Case study.pdf -------------------------------------------------------------------------------- /27. Data ingestion & inspection.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/27. Data ingestion & inspection.md -------------------------------------------------------------------------------- /27. Data ingestion & inspection.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/27. Data ingestion & inspection.pdf -------------------------------------------------------------------------------- /28. Exploratory data analysis.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/28. Exploratory data analysis.md -------------------------------------------------------------------------------- /28. Exploratory data analysis.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/28. Exploratory data analysis.pdf -------------------------------------------------------------------------------- /29. Time series in pandas.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/29. Time series in pandas.md -------------------------------------------------------------------------------- /29. Time series in pandas.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/29. Time series in pandas.pdf -------------------------------------------------------------------------------- /30. Case Study - Sunlight in Austin.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/30. Case Study - Sunlight in Austin.md -------------------------------------------------------------------------------- /30. Case Study - Sunlight in Austin.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/30. Case Study - Sunlight in Austin.pdf -------------------------------------------------------------------------------- /31. Extracting and transforming data.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/31. Extracting and transforming data.md -------------------------------------------------------------------------------- /31. Extracting and transforming data.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/31. Extracting and transforming data.pdf -------------------------------------------------------------------------------- /32. Advanced indexing.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/32. Advanced indexing.md -------------------------------------------------------------------------------- /32. Advanced indexing.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/32. Advanced indexing.pdf -------------------------------------------------------------------------------- /33. Rearranging and reshaping data.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/33. Rearranging and reshaping data.md -------------------------------------------------------------------------------- /33. Rearranging and reshaping data.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/33. Rearranging and reshaping data.pdf -------------------------------------------------------------------------------- /34. Grouping data.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/34. Grouping data.md -------------------------------------------------------------------------------- /34. Grouping data.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/34. Grouping data.pdf -------------------------------------------------------------------------------- /35. Bringing it all together.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/35. Bringing it all together.md -------------------------------------------------------------------------------- /35. Bringing it all together.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/35. Bringing it all together.pdf -------------------------------------------------------------------------------- /36. Preparing data.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/36. Preparing data.md -------------------------------------------------------------------------------- /36. Preparing data.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/36. Preparing data.pdf -------------------------------------------------------------------------------- /37. Concatenating data.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/37. Concatenating data.md -------------------------------------------------------------------------------- /37. Concatenating data.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/37. Concatenating data.pdf -------------------------------------------------------------------------------- /38. Merging data.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/38. Merging data.md -------------------------------------------------------------------------------- /38. Merging data.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/38. Merging data.pdf -------------------------------------------------------------------------------- /39. Case Study - Summer Olympics.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/39. Case Study - Summer Olympics.md -------------------------------------------------------------------------------- /39. Case Study - Summer Olympics.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/39. Case Study - Summer Olympics.pdf -------------------------------------------------------------------------------- /40. Selecting Columns.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/40. Selecting Columns.md -------------------------------------------------------------------------------- /41. Filtering rows.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/41. Filtering rows.md -------------------------------------------------------------------------------- /42. Aggregate Functions.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/42. Aggregate Functions.md -------------------------------------------------------------------------------- /43. Sorting, grouping and joins.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/43. Sorting, grouping and joins.md -------------------------------------------------------------------------------- /44. Basics of Relational Databases.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/44. Basics of Relational Databases.md -------------------------------------------------------------------------------- /44. Basics of Relational Databases.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/44. Basics of Relational Databases.pdf -------------------------------------------------------------------------------- /45. Applying Filtering, Ordering and Grouping to Queries.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/45. Applying Filtering, Ordering and Grouping to Queries.md -------------------------------------------------------------------------------- /45. 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Creating and Manipulating your own Databases.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/47. Creating and Manipulating your own Databases.md -------------------------------------------------------------------------------- /47. Creating and Manipulating your own Databases.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/47. Creating and Manipulating your own Databases.pdf -------------------------------------------------------------------------------- /48. Putting it all together.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/48. Putting it all together.md -------------------------------------------------------------------------------- /48. Putting it all together.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/48. Putting it all together.pdf -------------------------------------------------------------------------------- /49. Customizing plots.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/49. Customizing plots.md -------------------------------------------------------------------------------- /49. Customizing plots.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/49. Customizing plots.pdf -------------------------------------------------------------------------------- /50. Plotting 2D arrays.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/50. Plotting 2D arrays.md -------------------------------------------------------------------------------- /50. Plotting 2D arrays.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/50. Plotting 2D arrays.pdf -------------------------------------------------------------------------------- /51. Statistical plots with Seaborn.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/51. Statistical plots with Seaborn.md -------------------------------------------------------------------------------- /51. Statistical plots with Seaborn.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/51. Statistical plots with Seaborn.pdf -------------------------------------------------------------------------------- /52. Analyzing time series and images.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/52. Analyzing time series and images.md -------------------------------------------------------------------------------- /52. Analyzing time series and images.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/52. Analyzing time series and images.pdf -------------------------------------------------------------------------------- /53. Basic plotting with Bokeh.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/53. Basic plotting with Bokeh.md -------------------------------------------------------------------------------- /53. Basic plotting with Bokeh.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/53. Basic plotting with Bokeh.pdf -------------------------------------------------------------------------------- /54. Layouts, Interactions, and Annotations.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/54. Layouts, Interactions, and Annotations.md -------------------------------------------------------------------------------- /54. Layouts, Interactions, and Annotations.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/54. Layouts, Interactions, and Annotations.pdf -------------------------------------------------------------------------------- /55. Building interactive apps with Bokeh.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/55. Building interactive apps with Bokeh.md -------------------------------------------------------------------------------- /55. Building interactive apps with Bokeh.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/55. Building interactive apps with Bokeh.pdf -------------------------------------------------------------------------------- /56. Putting It All Together! A Case Study.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/56. Putting It All Together! A Case Study.md -------------------------------------------------------------------------------- /56. Putting It All Together! A Case Study.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/56. Putting It All Together! A Case Study.pdf -------------------------------------------------------------------------------- /57. Graphical exploratory data analysis.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/57. Graphical exploratory data analysis.md -------------------------------------------------------------------------------- /57. Graphical exploratory data analysis.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/57. Graphical exploratory data analysis.pdf -------------------------------------------------------------------------------- /58. Quantitative exploratory data analysis.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/58. Quantitative exploratory data analysis.md -------------------------------------------------------------------------------- /58. Quantitative exploratory data analysis.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/58. Quantitative exploratory data analysis.pdf -------------------------------------------------------------------------------- /59. Thinking probabilistically-- Discrete variables.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/59. Thinking probabilistically-- Discrete variables.md -------------------------------------------------------------------------------- /59. Thinking probabilistically-- Discrete variables.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/59. Thinking probabilistically-- Discrete variables.pdf -------------------------------------------------------------------------------- /60. Thinking probabilistically-- Continuous variables.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/60. Thinking probabilistically-- Continuous variables.md -------------------------------------------------------------------------------- /60. Thinking probabilistically-- Continuous variables.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/60. Thinking probabilistically-- Continuous variables.pdf -------------------------------------------------------------------------------- /61. Parameter estimation by optimization.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/61. Parameter estimation by optimization.md -------------------------------------------------------------------------------- /61. Parameter estimation by optimization.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/61. Parameter estimation by optimization.pdf -------------------------------------------------------------------------------- /62. Bootstrap confidence intervals.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/62. Bootstrap confidence intervals.md -------------------------------------------------------------------------------- /62. Bootstrap confidence intervals.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/62. Bootstrap confidence intervals.pdf -------------------------------------------------------------------------------- /63. Introduction to hypothesis testing.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/63. Introduction to hypothesis testing.md -------------------------------------------------------------------------------- /63. Introduction to hypothesis testing.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/63. Introduction to hypothesis testing.pdf -------------------------------------------------------------------------------- /64. Hypothesis test examples.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/64. Hypothesis test examples.md -------------------------------------------------------------------------------- /64. Hypothesis test examples.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/64. Hypothesis test examples.pdf -------------------------------------------------------------------------------- /65. Putting it all together.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/65. Putting it all together.md -------------------------------------------------------------------------------- /65. Putting it all together.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/65. Putting it all together.pdf -------------------------------------------------------------------------------- /66. Introduction to joins.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/66. Introduction to joins.md -------------------------------------------------------------------------------- /66. Introduction to joins.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/66. Introduction to joins.pdf -------------------------------------------------------------------------------- /67. Outer joins and cross joins.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/67. Outer joins and cross joins.md -------------------------------------------------------------------------------- /67. Outer joins and cross joins.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/67. Outer joins and cross joins.pdf -------------------------------------------------------------------------------- /68. Set theory clauses.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/68. Set theory clauses.md -------------------------------------------------------------------------------- /68. Set theory clauses.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/68. Set theory clauses.pdf -------------------------------------------------------------------------------- /69. Subqueries.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/69. Subqueries.pdf -------------------------------------------------------------------------------- /69.Subqueries.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/69.Subqueries.md -------------------------------------------------------------------------------- /70. Classification.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/70. Classification.md -------------------------------------------------------------------------------- /70. Classification.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/70. Classification.pdf -------------------------------------------------------------------------------- /71. Regression.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/71. Regression.md -------------------------------------------------------------------------------- /71. Regression.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/71. Regression.pdf -------------------------------------------------------------------------------- /72. Fine-tuning your model.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/72. Fine-tuning your model.md -------------------------------------------------------------------------------- /72. Fine-tuning your model.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/72. Fine-tuning your model.pdf -------------------------------------------------------------------------------- /73. Preprocessing and pipelines.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/73. Preprocessing and pipelines.md -------------------------------------------------------------------------------- /73. Preprocessing and pipelines.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/73. Preprocessing and pipelines.pdf -------------------------------------------------------------------------------- /74. Exploring the raw data.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/74. Exploring the raw data.md -------------------------------------------------------------------------------- /74. Exploring the raw data.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/74. Exploring the raw data.pdf -------------------------------------------------------------------------------- /75. Creating a simple first model.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/75. Creating a simple first model.pdf -------------------------------------------------------------------------------- /75. It's time to build a model.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/75. It's time to build a model.md -------------------------------------------------------------------------------- /76. Improving your model.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/76. Improving your model.md -------------------------------------------------------------------------------- /76. Improving your model.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/76. Improving your model.pdf -------------------------------------------------------------------------------- /77. Learning from the experts.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/77. Learning from the experts.md -------------------------------------------------------------------------------- /77. Learning from the experts.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/77. Learning from the experts.pdf -------------------------------------------------------------------------------- /78. Clustering for dataset exploration.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/78. Clustering for dataset exploration.md -------------------------------------------------------------------------------- /78. Clustering for dataset exploration.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/78. Clustering for dataset exploration.pdf -------------------------------------------------------------------------------- /79. Visualization with hierarchical clustering and t-SNE.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/79. Visualization with hierarchical clustering and t-SNE.md -------------------------------------------------------------------------------- /79. Visualization with hierarchical clustering and t-SNE.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/79. Visualization with hierarchical clustering and t-SNE.pdf -------------------------------------------------------------------------------- /80. Decorrelating your data and dimension reduction.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/80. Decorrelating your data and dimension reduction.md -------------------------------------------------------------------------------- /80. Decorrelating your data and dimension reduction.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/80. Decorrelating your data and dimension reduction.pdf -------------------------------------------------------------------------------- /81. Discovering interpretable features.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/81. Discovering interpretable features.md -------------------------------------------------------------------------------- /81. Discovering interpretable features.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/81. Discovering interpretable features.pdf -------------------------------------------------------------------------------- /82. Basics of deep learning and neural networks.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/82. Basics of deep learning and neural networks.md -------------------------------------------------------------------------------- /82. Basics of deep learning and neural networks.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/82. Basics of deep learning and neural networks.pdf -------------------------------------------------------------------------------- /83. Optimizing a neural network with backward propagation.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/83. Optimizing a neural network with backward propagation.md -------------------------------------------------------------------------------- /83. Optimizing a neural network with backward propagation.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/83. Optimizing a neural network with backward propagation.pdf -------------------------------------------------------------------------------- /84. Building deep learning models with keras.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/84. Building deep learning models with keras.md -------------------------------------------------------------------------------- /84. Building deep learning models with keras.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/84. Building deep learning models with keras.pdf -------------------------------------------------------------------------------- /85. Fine-tuning keras models.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/85. Fine-tuning keras models.md -------------------------------------------------------------------------------- /85. Fine-tuning keras models.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/85. Fine-tuning keras models.pdf -------------------------------------------------------------------------------- /86. Introduction to networks.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/86. Introduction to networks.md -------------------------------------------------------------------------------- /86. Introduction to networks.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/86. Introduction to networks.pdf -------------------------------------------------------------------------------- /87. Important nodes.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/87. Important nodes.md -------------------------------------------------------------------------------- /87. Important nodes.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/87. Important nodes.pdf -------------------------------------------------------------------------------- /88. Structures.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/88. Structures.md -------------------------------------------------------------------------------- /88. Structures.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/88. Structures.pdf -------------------------------------------------------------------------------- /89. Bringing it all together.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/89. Bringing it all together.md -------------------------------------------------------------------------------- /89. Bringing it all together.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/89. Bringing it all together.pdf -------------------------------------------------------------------------------- /90. Classification and Regression Trees.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/90. Classification and Regression Trees.md -------------------------------------------------------------------------------- /90. Classification and Regression Trees.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/90. Classification and Regression Trees.pdf -------------------------------------------------------------------------------- /91. The Bias-Variance Tradeoff.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/91. The Bias-Variance Tradeoff.md -------------------------------------------------------------------------------- /91. The Bias-Variance Tradeoff.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/91. The Bias-Variance Tradeoff.pdf -------------------------------------------------------------------------------- /92. Bagging and Random Forests.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/92. Bagging and Random Forests.md -------------------------------------------------------------------------------- /92. Bagging and Random Forests.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/92. Bagging and Random Forests.pdf -------------------------------------------------------------------------------- /93. Boosting.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/93. Boosting.md -------------------------------------------------------------------------------- /93. Boosting.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/93. Boosting.pdf -------------------------------------------------------------------------------- /94. Model Tuning.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/94. Model Tuning.md -------------------------------------------------------------------------------- /94. Model Tuning.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/94. Model Tuning.pdf -------------------------------------------------------------------------------- /95. Preparing the data for analysis.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/95. Preparing the data for analysis.md -------------------------------------------------------------------------------- /95. Preparing the data for analysis.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/95. Preparing the data for analysis.pdf -------------------------------------------------------------------------------- /96. Exploring the relationship between gender and policing.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/96. Exploring the relationship between gender and policing.md -------------------------------------------------------------------------------- /96. Exploring the relationship between gender and policing.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/96. Exploring the relationship between gender and policing.pdf -------------------------------------------------------------------------------- /97. Visual exploratory data analysis.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/97. Visual exploratory data analysis.md -------------------------------------------------------------------------------- /97. Visual exploratory data analysis.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/97. Visual exploratory data analysis.pdf -------------------------------------------------------------------------------- /98. Analyzing the effect of weather on policing.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/98. Analyzing the effect of weather on policing.md -------------------------------------------------------------------------------- /98. Analyzing the effect of weather on policing.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/98. Analyzing the effect of weather on policing.pdf -------------------------------------------------------------------------------- /99. Your first database.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/99. Your first database.pdf -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/README.md -------------------------------------------------------------------------------- /a. Introduction to Python.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/a. Introduction to Python.pdf -------------------------------------------------------------------------------- /b. Intermediate Python for Data Science.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/b. Intermediate Python for Data Science.pdf -------------------------------------------------------------------------------- /c. Python Data Science Toolbox (Part 1).pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/c. Python Data Science Toolbox (Part 1).pdf -------------------------------------------------------------------------------- /d. Python Data Science Toolbox (Part 2).pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/d. Python Data Science Toolbox (Part 2).pdf -------------------------------------------------------------------------------- /e. Importing Data in Python (Part 1).pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/e. Importing Data in Python (Part 1).pdf -------------------------------------------------------------------------------- /f. Importing Data in Python (Part 2).pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/f. Importing Data in Python (Part 2).pdf -------------------------------------------------------------------------------- /g. Cleaning Data in Python.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/g. Cleaning Data in Python.pdf -------------------------------------------------------------------------------- /h. pandas Foundations.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/h. pandas Foundations.pdf -------------------------------------------------------------------------------- /i. Manipulating DataFrames with pandas.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/i. Manipulating DataFrames with pandas.pdf -------------------------------------------------------------------------------- /j. Merging DataFrames with pandas.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/j. Merging DataFrames with pandas.pdf -------------------------------------------------------------------------------- /k. Intro to SQL for Data Science.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/k. Intro to SQL for Data Science.pdf -------------------------------------------------------------------------------- /l. Introduction to Databases in Python.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/l. Introduction to Databases in Python.pdf -------------------------------------------------------------------------------- /m. Introduction to Data Visualization with Python.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/m. Introduction to Data Visualization with Python.pdf -------------------------------------------------------------------------------- /n. Interactive Data Visualization with Bokeh.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/n. Interactive Data Visualization with Bokeh.pdf -------------------------------------------------------------------------------- /o. Statistical Thinking in Python (Part 1).pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/o. Statistical Thinking in Python (Part 1).pdf -------------------------------------------------------------------------------- /p. Statistical Thinking in Python (Part 2).pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/p. Statistical Thinking in Python (Part 2).pdf -------------------------------------------------------------------------------- /q. Joining Data in SQL.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/q. Joining Data in SQL.pdf -------------------------------------------------------------------------------- /r. Supervised Learning with scikit-learn.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/r. Supervised Learning with scikit-learn.pdf -------------------------------------------------------------------------------- /s. Machine Learning with the Experts.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/s. Machine Learning with the Experts.pdf -------------------------------------------------------------------------------- /t. Unsupervised Learning in Python.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/t. Unsupervised Learning in Python.pdf -------------------------------------------------------------------------------- /u. Deep Learning in Python.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/u. Deep Learning in Python.pdf -------------------------------------------------------------------------------- /v. Network Analysis in Python (Part 1).pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/v. Network Analysis in Python (Part 1).pdf -------------------------------------------------------------------------------- /w. Machine Learning with Tree-Based Models in Python.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/w. Machine Learning with Tree-Based Models in Python.pdf -------------------------------------------------------------------------------- /x. Analyzing Police Activity with pandas.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/x. Analyzing Police Activity with pandas.pdf -------------------------------------------------------------------------------- /y. Introduction to Shell for Data Science.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ChingTien/DataCamp-Data-Scientist/HEAD/y. Introduction to Shell for Data Science.pdf --------------------------------------------------------------------------------