CBTNuggets - Certified Entry-Level Data Analyst with Python (PCED) (1.2025)
大小
7.5 GB
文件数
324
Info Hash:
D61BF64420FCCE0822F9DF308BAEA8119C49DB64
收录时间
2026-01-03 00:34:23
更新时间
2026-01-03 00:34:23
文件列表 (324)
1. Basics of Jupyter Notebooks/1. What are Jupyter Notebooks.mp4
17.61 MB
1. Basics of Jupyter Notebooks/2. Getting Started with Jupyter Notebooks.mp4
25.73 MB
1. Basics of Jupyter Notebooks/3. The Basic Jupyter Interface.mp4
23.02 MB
1. Basics of Jupyter Notebooks/4. Essential Jupyter Hotkeys.mp4
22.49 MB
1. Basics of Jupyter Notebooks/5. Hotkey Challenge.mp4
21.41 MB
10. NumPy's Data Types In-Depth/1. NumPy Integer Types.mp4
31.3 MB
10. NumPy's Data Types In-Depth/2. NumPy Float Types.mp4
21.66 MB
10. NumPy's Data Types In-Depth/3. Other Common Data Types.mp4
23.87 MB
10. NumPy's Data Types In-Depth/4. Challenge.mp4
14.4 MB
10. NumPy's Data Types In-Depth/5. Solution.mp4
7.95 MB
11. Generating Random Numbers with NumPy and Pandas/1. Generating Random Floats.mp4
19.59 MB
11. Generating Random Numbers with NumPy and Pandas/2. Generating Random Integers.mp4
29.74 MB
11. Generating Random Numbers with NumPy and Pandas/3. Making Random Selections from Arrays.mp4
19.87 MB
11. Generating Random Numbers with NumPy and Pandas/4. Generating Random Numbers from Distributions.mp4
20.83 MB
11. Generating Random Numbers with NumPy and Pandas/5. Challenge.mp4
18.08 MB
11. Generating Random Numbers with NumPy and Pandas/6. Solution.mp4
15.16 MB
12. Working with Datasets in Pandas/1. Loading and Viewing CSV Datasets.mp4
43.93 MB
12. Working with Datasets in Pandas/2. Basic Data Exploration.mp4
38.97 MB
12. Working with Datasets in Pandas/3. Viewing Unique Values.mp4
28.91 MB
12. Working with Datasets in Pandas/4. Renaming DataFrame Columns.mp4
44.85 MB
12. Working with Datasets in Pandas/5. Challenge Your Turn.mp4
14.54 MB
13. Dataset Cleaning in Pandas/1. Finding Missing Values in DataFrames.mp4
37.82 MB
13. Dataset Cleaning in Pandas/2. Viewing Rows with Missing Values.mp4
19.49 MB
13. Dataset Cleaning in Pandas/3. Handling Missing Values.mp4
56.31 MB
13. Dataset Cleaning in Pandas/4. Retyping DataFrame Columns.mp4
42.7 MB
13. Dataset Cleaning in Pandas/5. Challenge.mp4
5.45 MB
13. Dataset Cleaning in Pandas/6. Solution.mp4
28.4 MB
14. The Basics of Pandas Dataset Grouping/1. Setting Up a Dataset.mp4
57.18 MB
14. The Basics of Pandas Dataset Grouping/2. Grouping DataFrames By Column.mp4
34.25 MB
14. The Basics of Pandas Dataset Grouping/3. Grouping By Multiple Columns.mp4
34.62 MB
14. The Basics of Pandas Dataset Grouping/4. Challenge.mp4
12.75 MB
14. The Basics of Pandas Dataset Grouping/5. Solution.mp4
35.89 MB
15. Intermediate Dataset Grouping/1. Introduction to Pandas Categories.mp4
61.58 MB
15. Intermediate Dataset Grouping/2. Aggregation Functions.mp4
34.98 MB
15. Intermediate Dataset Grouping/3. Grouping Non-Categorical Data.mp4
31.24 MB
15. Intermediate Dataset Grouping/4. Challenge.mp4
5.89 MB
15. Intermediate Dataset Grouping/5. Solution.mp4
18.42 MB
16. Filtering Data in Pandas/1. Filtering Pandas Series.mp4
37.54 MB
16. Filtering Data in Pandas/2. Filtering Pandas DataFrames.mp4
39.62 MB
16. Filtering Data in Pandas/3. Filtering Groups of Series.mp4
29.26 MB
16. Filtering Data in Pandas/4. Filtering Groups of DataFrames.mp4
25.29 MB
16. Filtering Data in Pandas/5. Challenge.mp4
5.56 MB
16. Filtering Data in Pandas/6. Solution.mp4
8.33 MB
17. Transforming Data in Pandas/1. Transforming Series.mp4
23.44 MB
17. Transforming Data in Pandas/2. Transforming Series Using Lists and Dictionaries.mp4
19.35 MB
17. Transforming Data in Pandas/3. Transforming DataFrames.mp4
23.01 MB
17. Transforming Data in Pandas/4. Transforming Groups.mp4
29.53 MB
17. Transforming Data in Pandas/5. Challenge.mp4
8.75 MB
17. Transforming Data in Pandas/6. Solution.mp4
38.46 MB
18. Applying Functions in Pandas/1. Applying Functions to Entire DataFrames.mp4
53.65 MB
18. Applying Functions in Pandas/2. Applying Functions to Columns.mp4
27.83 MB
18. Applying Functions in Pandas/3. Applying Functions to Rows.mp4
24.16 MB
18. Applying Functions in Pandas/4. Applying Functions to Cells.mp4
34.14 MB
18. Applying Functions in Pandas/5. Challenge.mp4
5.23 MB
18. Applying Functions in Pandas/6. Solution.mp4
8.62 MB
19. Sorting Pandas Data Structures/1. Sorting Series.mp4
25.59 MB
19. Sorting Pandas Data Structures/2. Sorting DataFrames by Column.mp4
27.15 MB
19. Sorting Pandas Data Structures/3. DataFrame Sorting Settings.mp4
54.03 MB
19. Sorting Pandas Data Structures/4. Reordering DataFrame Columns.mp4
41.46 MB
19. Sorting Pandas Data Structures/5. Getting the Largest and Smallest Values.mp4
32.55 MB
19. Sorting Pandas Data Structures/6. Challenge.mp4
10.73 MB
19. Sorting Pandas Data Structures/7. Solution.mp4
5.82 MB
2. Introduction to NumPy/1. Basic NumPy Concepts.mp4
21.55 MB
2. Introduction to NumPy/2. Working with NumPy Arrays.mp4
20.68 MB
2. Introduction to NumPy/3. Accessing and Slicing NumPy Arrays.mp4
22.33 MB
2. Introduction to NumPy/4. Other Ways to Create NumPy Arrays.mp4
18.44 MB
2. Introduction to NumPy/5. Challenge & Solution NumPy Array Practice.mp4
6.66 MB
2. Introduction to NumPy/6. Solution.mp4
10.22 MB
20. Introduction to Web Scraping with BeautifulSoup/1. The Basic Web Scraping Process.mp4
17.49 MB
20. Introduction to Web Scraping with BeautifulSoup/2. Loading and Parsing HTML.mp4
39.27 MB
20. Introduction to Web Scraping with BeautifulSoup/3. Basic Parsing with BeautifulSoup.mp4
28.09 MB
20. Introduction to Web Scraping with BeautifulSoup/4. Scraping a Website with BeautifulSoup.mp4
66.16 MB
20. Introduction to Web Scraping with BeautifulSoup/5. Challenge.mp4
6.94 MB
20. Introduction to Web Scraping with BeautifulSoup/6. Solution.mp4
21.52 MB
21. BeautifulSoup Types In-Depth/1. The 4 BeautifulSoup Types.mp4
25.75 MB
21. BeautifulSoup Types In-Depth/2. The BeautifulSoup Tag Type.mp4
48.77 MB
21. BeautifulSoup Types In-Depth/3. The NavigableString Type.mp4
32.26 MB
21. BeautifulSoup Types In-Depth/4. Challenge.mp4
8.46 MB
21. BeautifulSoup Types In-Depth/5. Solution.mp4
9.53 MB
22. Finding Elements with BeautifulSoup/1. The Basics of Finding Elements.mp4
47.53 MB
22. Finding Elements with BeautifulSoup/2. Finding Multiple Elements.mp4
35 MB
22. Finding Elements with BeautifulSoup/3. Finding Sibling Elements.mp4
49.32 MB
22. Finding Elements with BeautifulSoup/4. Finding Parent Elements.mp4
21.85 MB
22. Finding Elements with BeautifulSoup/5. Challenge.mp4
10.22 MB
22. Finding Elements with BeautifulSoup/6. Solution.mp4
29.38 MB
23. CSS Selectors For Web Scraping/1. The Basics of Using CSS Selectors with BeautifulSoup.mp4
27.04 MB
23. CSS Selectors For Web Scraping/2. CSS Tag Selectors.mp4
36.55 MB
23. CSS Selectors For Web Scraping/3. CSS Class and ID Selectors.mp4
44.85 MB
23. CSS Selectors For Web Scraping/4. CSS Attribute Selectors.mp4
63.33 MB
23. CSS Selectors For Web Scraping/5. Challenge.mp4
10.51 MB
23. CSS Selectors For Web Scraping/6. Solution.mp4
19.39 MB
24. CSS Combinators for Web-Scraping/1. Additional Attribute Value Selectors.mp4
26.49 MB
24. CSS Combinators for Web-Scraping/2. Selector Lists and Child Combinators.mp4
17.34 MB
24. CSS Combinators for Web-Scraping/3. The Descendant Combinator.mp4
41.81 MB
24. CSS Combinators for Web-Scraping/4. The Next-Sibling and Subsequent-Sibling Combinators.mp4
38.15 MB
25. CSS Pseudo-Classes for Web-Scraping/1. The First- and Last-Child Pseudo-Classes.mp4
33.73 MB
25. CSS Pseudo-Classes for Web-Scraping/2. The First- and Last-of-Type Pseudo-Classes.mp4
30.95 MB
25. CSS Pseudo-Classes for Web-Scraping/3. The not Pseudo-Class.mp4
38 MB
25. CSS Pseudo-Classes for Web-Scraping/4. The has Pseudo-Class.mp4
36.23 MB
26. Introduction to XPath for Web-Scraping/1. What is XPath.mp4
24.56 MB
26. Introduction to XPath for Web-Scraping/2. Using XPath in Jupyter.mp4
19.3 MB
26. Introduction to XPath for Web-Scraping/3. Absolute and Relative XPaths.mp4
26.22 MB
26. Introduction to XPath for Web-Scraping/4. Selecting Elements by Attribute Value.mp4
32.11 MB
26. Introduction to XPath for Web-Scraping/5. Challenge.mp4
11.79 MB
26. Introduction to XPath for Web-Scraping/6. Solution.mp4
26.87 MB
27. Intermediate XPath Concepts/1. Selecting Text and Attributes from Elements.mp4
43.56 MB
27. Intermediate XPath Concepts/2. Selecting Elements by Position.mp4
29.6 MB
27. Intermediate XPath Concepts/3. The Basics of XPath Axes.mp4
30.73 MB
27. Intermediate XPath Concepts/4. More XPath Axes.mp4
26.21 MB
27. Intermediate XPath Concepts/5. Challenge.mp4
15.41 MB
27. Intermediate XPath Concepts/6. Solution.mp4
15.29 MB
28. XPath Predicates Basics/1. What are Predicates.mp4
29.37 MB
28. XPath Predicates Basics/2. Other Ways of Filtering By Attributes.mp4
40.64 MB
28. XPath Predicates Basics/3. Filtering With Non-Attribute Properties.mp4
46.8 MB
28. XPath Predicates Basics/4. Challenge More Recipe Scraping.mp4
8.87 MB
28. XPath Predicates Basics/5. Solution.mp4
25.84 MB
29. Advanced XPath Predicates/1. Path-Related XPath Predicates.mp4
41.24 MB
29. Advanced XPath Predicates/2. Case-Insensitive Comparisons.mp4
31.22 MB
29. Advanced XPath Predicates/3. Using Axes in Predicates.mp4
45.09 MB
29. Advanced XPath Predicates/4. Challenge.mp4
7.9 MB
29. Advanced XPath Predicates/5. Solution.mp4
15.17 MB
3. Working with Multidimensional NumPy Arrays/1. Multi-Dimensional Arrays.mp4
27.6 MB
3. Working with Multidimensional NumPy Arrays/2. Accessing Multi-Dimensional Array Values.mp4
29.22 MB
3. Working with Multidimensional NumPy Arrays/3. Slicing Multi-Dimensional Arrays.mp4
22.65 MB
3. Working with Multidimensional NumPy Arrays/4. Challenge & Solution 4D Arrays.mp4
19.25 MB
3. Working with Multidimensional NumPy Arrays/5. Solution.mp4
14.93 MB
30. Basics of Data Visualization with Matplotlib/1. Displaying a Line Plot.mp4
22.05 MB
30. Basics of Data Visualization with Matplotlib/2. Plotting Multiple Lines.mp4
20.27 MB
30. Basics of Data Visualization with Matplotlib/3. Customizing Plots.mp4
34.32 MB
30. Basics of Data Visualization with Matplotlib/4. Challenge.mp4
6.4 MB
30. Basics of Data Visualization with Matplotlib/5. Solution.mp4
25.05 MB
31. Working with Scatterplots in Matplotlib/1. Scatterplot Basics.mp4
29.17 MB
31. Working with Scatterplots in Matplotlib/2. Customizing Scatterplot Appearance.mp4
19.31 MB
31. Working with Scatterplots in Matplotlib/3. Color-Mapping Scatterplots.mp4
20.27 MB
31. Working with Scatterplots in Matplotlib/4. Plotting Multiple Datasets.mp4
20.78 MB
31. Working with Scatterplots in Matplotlib/5. Challenge.mp4
6.54 MB
31. Working with Scatterplots in Matplotlib/6. Solution.mp4
33.78 MB
32. Working with Bar Charts in Matplotlib/1. Displaying Basic Bar Charts.mp4
23.52 MB
32. Working with Bar Charts in Matplotlib/2. Customizing Bar Chart Appearances.mp4
27.42 MB
32. Working with Bar Charts in Matplotlib/3. Adding Annotations to Bars.mp4
19.6 MB
32. Working with Bar Charts in Matplotlib/4. Drawing Different Bar Chart Types.mp4
21.78 MB
32. Working with Bar Charts in Matplotlib/5. Challenge.mp4
3.31 MB
32. Working with Bar Charts in Matplotlib/6. Solution.mp4
8.86 MB
33. Working with Pie Charts in Matplotlib/1. Displaying Basic Pie Charts.mp4
16.87 MB
33. Working with Pie Charts in Matplotlib/2. Customizing Pie Chart Appearances.mp4
26.95 MB
33. Working with Pie Charts in Matplotlib/3. Drawing Different Types of Pie Charts.mp4
45.36 MB
33. Working with Pie Charts in Matplotlib/4. Challenge.mp4
3.49 MB
33. Working with Pie Charts in Matplotlib/5. Solution.mp4
15.92 MB
34. Statistical Visualization Basics with Matplotlib/1. Displaying Histograms.mp4
25.4 MB
34. Statistical Visualization Basics with Matplotlib/2. Customizing Histograms.mp4
30.33 MB
34. Statistical Visualization Basics with Matplotlib/3. Drawing Boxplots.mp4
25.18 MB
34. Statistical Visualization Basics with Matplotlib/4. Challenge.mp4
6.05 MB
34. Statistical Visualization Basics with Matplotlib/5. Solution.mp4
18.54 MB
35. Matplotlib Figures In-Depth/1. The Different Parts of a Figure.mp4
19.87 MB
35. Matplotlib Figures In-Depth/2. Displaying Multiple Plots.mp4
21.69 MB
35. Matplotlib Figures In-Depth/3. Another Way to Display Multiple Plots.mp4
24.02 MB
35. Matplotlib Figures In-Depth/4. Controlling Axes Layouts.mp4
20.21 MB
35. Matplotlib Figures In-Depth/5. Challenge.mp4
5.11 MB
35. Matplotlib Figures In-Depth/6. Solution.mp4
23.87 MB
36. Adding Interactivity with Matplotlib Widgets/1. The Slider Widget.mp4
25.67 MB
36. Adding Interactivity with Matplotlib Widgets/2. Responding to Widget Updates.mp4
39.25 MB
36. Adding Interactivity with Matplotlib Widgets/3. The Range Slider Widget.mp4
28.85 MB
36. Adding Interactivity with Matplotlib Widgets/4. Challenge.mp4
14.6 MB
36. Adding Interactivity with Matplotlib Widgets/5. Solution.mp4
30.23 MB
37. More Matplotlib Widgets/1. The Button Widget.mp4
33.46 MB
37. More Matplotlib Widgets/2. The RadioButtons Widget.mp4
24.38 MB
37. More Matplotlib Widgets/3. The RectangleSelector Widget.mp4
30.88 MB
37. More Matplotlib Widgets/4. Challenge.mp4
8.9 MB
37. More Matplotlib Widgets/5. Solution.mp4
19.11 MB
38. Introduction to Seaborn/1. Seaborn Basics.mp4
26.6 MB
38. Introduction to Seaborn/2. Seaborn's Built-in Datasets.mp4
33.16 MB
38. Introduction to Seaborn/3. The Different Plot Types.mp4
22.19 MB
38. Introduction to Seaborn/4. A Basic Demonstration.mp4
29.41 MB
38. Introduction to Seaborn/5. Challenge Your Turn!.mp4
2.7 MB
39. Working with Seaborn's Relational Plots/1. The .relplot Function.mp4
31.06 MB
39. Working with Seaborn's Relational Plots/2. Changing Datapoint Appearances.mp4
35.33 MB
39. Working with Seaborn's Relational Plots/3. Separating Data Into Multiple Plots.mp4
35.46 MB
39. Working with Seaborn's Relational Plots/4. Challenge.mp4
7.01 MB
39. Working with Seaborn's Relational Plots/5. Solution.mp4
13.16 MB
4. NumPy Array Operations/1. Sorting NumPy Arrays.mp4
24.87 MB
4. NumPy Array Operations/2. Concatenating and Removing Array Elements.mp4
17.62 MB
4. NumPy Array Operations/3. Reshaping and Resizing Arrays.mp4
22.64 MB
4. NumPy Array Operations/4. NumPy Array Attributes.mp4
13.24 MB
4. NumPy Array Operations/5. Challenge & Solution np.lexsort.mp4
13.81 MB
4. NumPy Array Operations/6. Solution.mp4
9.83 MB
40. Working with Seaborn's Categorical Plots/1. The .catplot Function.mp4
23.19 MB
40. Working with Seaborn's Categorical Plots/2. Changing Datapoint Appearances.mp4
36.92 MB
40. Working with Seaborn's Categorical Plots/3. The Different Types of Categorical Plots.mp4
10.22 MB
40. Working with Seaborn's Categorical Plots/4. Using Specific Categorical Plot Functions.mp4
28.69 MB
40. Working with Seaborn's Categorical Plots/5. Challenge.mp4
3.35 MB
40. Working with Seaborn's Categorical Plots/6. Solution.mp4
24.68 MB
41. Machine Learning Algorithms K-Nearest Neighbor/1. Basics of the K-Nearest Neighbor Algorithm.mp4
18.01 MB
41. Machine Learning Algorithms K-Nearest Neighbor/2. Creating Test Data with Scikit Learn.mp4
10.98 MB
41. Machine Learning Algorithms K-Nearest Neighbor/3. Predicting a Single Data Point.mp4
19.29 MB
41. Machine Learning Algorithms K-Nearest Neighbor/4. Using Training and Test Sets.mp4
31.47 MB
41. Machine Learning Algorithms K-Nearest Neighbor/5. Challenge.mp4
10.09 MB
41. Machine Learning Algorithms K-Nearest Neighbor/6. Solution.mp4
16.32 MB
42. Machine Learning Algorithms Linear Models/1. Intro.mp4
19.14 MB
42. Machine Learning Algorithms Linear Models/2. Creating Test Data with Scikit Learn.mp4
19.75 MB
42. Machine Learning Algorithms Linear Models/3. Fitting a Line with Scikit Learn.mp4
33.61 MB
42. Machine Learning Algorithms Linear Models/4. Making Predictions.mp4
19.27 MB
42. Machine Learning Algorithms Linear Models/5. Challenge.mp4
5.49 MB
42. Machine Learning Algorithms Linear Models/6. Solution.mp4
19.01 MB
43. Machine Learning Algorithms K-Means Clustering/1. The Basics of K-Means Clustering.mp4
15.72 MB
43. Machine Learning Algorithms K-Means Clustering/2. Running the K-Means Algorithm.mp4
21.93 MB
43. Machine Learning Algorithms K-Means Clustering/3. Additional K-Means Details.mp4
29.06 MB
43. Machine Learning Algorithms K-Means Clustering/4. Choosing the Optimal Number of Clusters.mp4
19.42 MB
43. Machine Learning Algorithms K-Means Clustering/5. Challenge.mp4
9.61 MB
43. Machine Learning Algorithms K-Means Clustering/6. Solution.mp4
5.89 MB
44. Machine Learning Algorithms Neural Networks/1. The Basics of Neural Networks.mp4
17.8 MB
44. Machine Learning Algorithms Neural Networks/2. Constructing Neural Networks.mp4
27.38 MB
44. Machine Learning Algorithms Neural Networks/3. Training a Neural Network.mp4
35.22 MB
44. Machine Learning Algorithms Neural Networks/4. Challenge.mp4
5.94 MB
44. Machine Learning Algorithms Neural Networks/5. Solution.mp4
22.75 MB
45. Machine Learning Algorithms Classification Trees/1. The Basics of Classification Trees.mp4
22.75 MB
45. Machine Learning Algorithms Classification Trees/2. Finding Possible Splits.mp4
21.92 MB
45. Machine Learning Algorithms Classification Trees/3. Deciding on the Best Split.mp4
26.17 MB
45. Machine Learning Algorithms Classification Trees/4. Splitting Recursively.mp4
33.1 MB
45. Machine Learning Algorithms Classification Trees/5. Challenge.mp4
7.31 MB
45. Machine Learning Algorithms Classification Trees/6. Solution.mp4
15.13 MB
46. Basics of Descriptive Statistics/1. What are Descriptive Statistics.mp4
18.88 MB
46. Basics of Descriptive Statistics/2. Measures of Central Tendency.mp4
24.94 MB
46. Basics of Descriptive Statistics/3. Measures of Variability.mp4
21.36 MB
46. Basics of Descriptive Statistics/4. Different Types of Distributions.mp4
24.11 MB
46. Basics of Descriptive Statistics/5. Challenge.mp4
1.92 MB
46. Basics of Descriptive Statistics/6. Solution.mp4
11.43 MB
47. Descriptive Statistics In-Depth/1. The Normal Distribution In-Depth.mp4
30.43 MB
47. Descriptive Statistics In-Depth/2. Useful Properties of the Normal Distribution.mp4
16.79 MB
47. Descriptive Statistics In-Depth/3. Z-Scores and How to Use Them.mp4
23.93 MB
47. Descriptive Statistics In-Depth/4. Samples vs. Populations in Statistics.mp4
12.81 MB
47. Descriptive Statistics In-Depth/5. Challenge.mp4
7.91 MB
47. Descriptive Statistics In-Depth/6. Solution.mp4
15.15 MB
48. Correlation In Statistics/1. What is Correlation.mp4
22.48 MB
48. Correlation In Statistics/2. Common Correlation Misconceptions.mp4
26.44 MB
48. Correlation In Statistics/3. Calculating Correlation in Datasets.mp4
31.85 MB
48. Correlation In Statistics/4. Correlation Heat Maps.mp4
27.64 MB
48. Correlation In Statistics/5. Challenge Correlation of Real-World Data.mp4
7.7 MB
49. Inferential Statistics Fundamentals/1. What is Inferential Statistics.mp4
32.07 MB
49. Inferential Statistics Fundamentals/2. Basics of Hypothesis Testing.mp4
24.4 MB
49. Inferential Statistics Fundamentals/3. Hypothesis Testing in Jupyter.mp4
30.62 MB
49. Inferential Statistics Fundamentals/4. Challenge.mp4
3.44 MB
49. Inferential Statistics Fundamentals/5. Solution.mp4
14.38 MB
5. Introduction to Fancy Indexing in NumPy/1. Integer Array Indexing.mp4
27.04 MB
5. Introduction to Fancy Indexing in NumPy/2. Combining Integer Indexing with Slicing.mp4
24.92 MB
5. Introduction to Fancy Indexing in NumPy/3. Boolean Array Indexing.mp4
24.93 MB
5. Introduction to Fancy Indexing in NumPy/4. Challenge & Solution Combining Integer and Boolean Indexing.mp4
14.19 MB
5. Introduction to Fancy Indexing in NumPy/5. Solution.mp4
26.23 MB
50. Bootstrapping and Other Inferential Strategies/1. The Central Limit Theorem.mp4
19.69 MB
50. Bootstrapping and Other Inferential Strategies/2. A Central Limit Theorem Demonstration.mp4
34.19 MB
50. Bootstrapping and Other Inferential Strategies/3. Bootstrapping Basics.mp4
14.75 MB
50. Bootstrapping and Other Inferential Strategies/4. A Bootstrapping Demonstration.mp4
25.87 MB
50. Bootstrapping and Other Inferential Strategies/5. Challenge.mp4
2.11 MB
50. Bootstrapping and Other Inferential Strategies/6. Solution.mp4
21.67 MB
51. Introduction to SQL For Data Analysts/1. The SQL Landscape.mp4
30.27 MB
51. Introduction to SQL For Data Analysts/2. Connecting to SQL Databases in Jupyter.mp4
24.74 MB
51. Introduction to SQL For Data Analysts/3. Making SQL Queries.mp4
17.99 MB
51. Introduction to SQL For Data Analysts/4. Making Queries with Magics.mp4
33.77 MB
51. Introduction to SQL For Data Analysts/5. Challenge.mp4
4.86 MB
51. Introduction to SQL For Data Analysts/6. Solution.mp4
16.4 MB
52. SQL Query Fundamentals/1. The SELECT Statement.mp4
40.73 MB
52. SQL Query Fundamentals/2. The WHERE Clause.mp4
36.53 MB
52. SQL Query Fundamentals/3. Other WHERE Clause Situations.mp4
43.32 MB
52. SQL Query Fundamentals/4. The ORDER BY Clause.mp4
19.37 MB
52. SQL Query Fundamentals/5. Challenge.mp4
9.59 MB
52. SQL Query Fundamentals/6. Solution.mp4
26.76 MB
53. Managing Data in SQL Tables/1. Basics of SQL Tables.mp4
23.13 MB
53. Managing Data in SQL Tables/2. Creating SQL Tables.mp4
18.04 MB
53. Managing Data in SQL Tables/3. Inserting Data Into SQL Tables.mp4
35.06 MB
53. Managing Data in SQL Tables/4. SQLite's Data Types and Constraints.mp4
33.08 MB
53. Managing Data in SQL Tables/5. Challenge.mp4
2.15 MB
53. Managing Data in SQL Tables/6. Solution.mp4
10.67 MB
54. Updating and Deleting Data in SQL/1. Updating SQL Rows.mp4
43.69 MB
54. Updating and Deleting Data in SQL/2. Advanced UPDATE Usage.mp4
45.09 MB
54. Updating and Deleting Data in SQL/3. Deleting SQL Rows.mp4
22.06 MB
54. Updating and Deleting Data in SQL/4. Deleting and Altering SQL Tables.mp4
40.05 MB
54. Updating and Deleting Data in SQL/5. Challenge.mp4
7.6 MB
54. Updating and Deleting Data in SQL/6. Solution.mp4
15.03 MB
55. SQL Relationships and Joins/1. What Are Table Relationships.mp4
20.95 MB
55. SQL Relationships and Joins/2. One-to-One Relationships.mp4
35.44 MB
55. SQL Relationships and Joins/3. Performing Joins in SQL.mp4
19.47 MB
55. SQL Relationships and Joins/4. One-to-Many Relationships.mp4
19.64 MB
55. SQL Relationships and Joins/5. Many-to-Many Relationships.mp4
12.6 MB
55. SQL Relationships and Joins/6. Challenge.mp4
3.38 MB
55. SQL Relationships and Joins/7. Solution.mp4
24.46 MB
56. Aggregates and Grouping in SQL/1. Aggregate Functions.mp4
25.73 MB
56. Aggregates and Grouping in SQL/2. Using Aggregate Functions in Queries.mp4
31.16 MB
56. Aggregates and Grouping in SQL/3. The GROUP BY Clause.mp4
31.66 MB
56. Aggregates and Grouping in SQL/4. The HAVING and DISTINCT Keywords.mp4
40.63 MB
56. Aggregates and Grouping in SQL/5. Challenge.mp4
10.5 MB
56. Aggregates and Grouping in SQL/6. Solution.mp4
24.53 MB
57. SQL Subqueries/1. Basics of Subqueries.mp4
27.5 MB
57. SQL Subqueries/2. Single-Row Subqueries.mp4
51.83 MB
57. SQL Subqueries/3. Multi-Row Subqueries.mp4
21.51 MB
57. SQL Subqueries/4. Correlated Subqueries.mp4
19.2 MB
57. SQL Subqueries/5. Challenge.mp4
3.37 MB
57. SQL Subqueries/6. Solution.mp4
14.5 MB
58. SQL Transactions and Rollbacks/1. Basics of Transactions.mp4
21.09 MB
58. SQL Transactions and Rollbacks/2. Performing SQL Transactions.mp4
30.19 MB
58. SQL Transactions and Rollbacks/3. SQL Transactions with the sqlite3 Module.mp4
27.86 MB
58. SQL Transactions and Rollbacks/4. Rolling Back Transactions.mp4
25.6 MB
58. SQL Transactions and Rollbacks/5. Challenge.mp4
4.56 MB
58. SQL Transactions and Rollbacks/6. Solution.mp4
16.26 MB
6. NumPy Array Broadcasting In-Depth/1. Array Broadcasting Basics.mp4
24.24 MB
6. NumPy Array Broadcasting In-Depth/2. Broadcasting with Arrays of Different Sizes.mp4
34.72 MB
6. NumPy Array Broadcasting In-Depth/3. Resizing and Reshaping with Broadcasting.mp4
34.72 MB
6. NumPy Array Broadcasting In-Depth/4. Challenge.mp4
6.99 MB
6. NumPy Array Broadcasting In-Depth/5. Solution.mp4
18.27 MB
7. Basic Data Analysis with NumPy Arrays/1. Using Toy Datasets.mp4
39.97 MB
7. Basic Data Analysis with NumPy Arrays/2. Manipulating Toy Datasets with NumPy.mp4
26.49 MB
7. Basic Data Analysis with NumPy Arrays/3. Using NumPy's .mean Method.mp4
24.74 MB
7. Basic Data Analysis with NumPy Arrays/4. Using NumPy's Descriptive Statistics Functions.mp4
21.6 MB
7. Basic Data Analysis with NumPy Arrays/5. Challenge.mp4
6.09 MB
7. Basic Data Analysis with NumPy Arrays/6. Solution.mp4
18.97 MB
8. Basics of Pandas Series/1. Introduction to Pandas.mp4
16.46 MB
8. Basics of Pandas Series/2. Creating Pandas Series.mp4
30.75 MB
8. Basics of Pandas Series/3. Accessing and Manipulating Pandas Series.mp4
24.86 MB
8. Basics of Pandas Series/4. Useful Series-Creation Functions.mp4
25.97 MB
8. Basics of Pandas Series/5. Challenge.mp4
4.82 MB
8. Basics of Pandas Series/6. Solution.mp4
7.73 MB
9. Basics of Pandas DataFrames/1. Creating DataFrames.mp4
27.68 MB
9. Basics of Pandas DataFrames/2. Accessing Rows and Columns on DataFrames.mp4
23.45 MB
9. Basics of Pandas DataFrames/3. Adding and Removing Columns.mp4
28.3 MB
9. Basics of Pandas DataFrames/4. Challenge.mp4
8.76 MB
9. Basics of Pandas DataFrames/5. Solution.mp4
18.81 MB