Filename | Size |
| 01 Intro to Course and Python/001 Course Intro.mp4 | 13.3 MB |
| 01 Intro to Course and Python/002 Course FAQs.html | 7.2 KB |
| 02 Setup/003 Installation Setup and Overview.mp4 | 37.7 MB |
| 02 Setup/004 IDEs and Course Resources.mp4 | 38.5 MB |
| 02 Setup/005 iPythonJupyter Notebook Overview.mp4 | 57.8 MB |
| 02 Setup/attached_files/005 iPythonJupyter Notebook Overview/Lecture-4-Info.txt | 176 B |
| 03 Learning Numpy/006 Intro to numpy.html | 1.2 KB |
| 03 Learning Numpy/007 Creating arrays.mp4 | 13.1 MB |
| 03 Learning Numpy/008 Using arrays and scalars.mp4 | 7.9 MB |
| 03 Learning Numpy/009 Indexing Arrays.mp4 | 26.2 MB |
| 03 Learning Numpy/010 Array Transposition.mp4 | 7.5 MB |
| 03 Learning Numpy/011 Universal Array Function.mp4 | 14.9 MB |
| 03 Learning Numpy/012 Array Processing.mp4 | 41 MB |
| 03 Learning Numpy/013 Array Input and Output.mp4 | 14 MB |
| 04 Intro to Pandas/014 Series.mp4 | 24.7 MB |
| 04 Intro to Pandas/015 DataFrames.mp4 | 52.9 MB |
| 04 Intro to Pandas/016 Index objects.mp4 | 9.2 MB |
| 04 Intro to Pandas/017 Reindex.mp4 | 32.3 MB |
| 04 Intro to Pandas/018 Drop Entry.mp4 | 9.2 MB |
| 04 Intro to Pandas/019 Selecting Entries.mp4 | 18.1 MB |
| 04 Intro to Pandas/020 Data Alignment.mp4 | 17.7 MB |
| 04 Intro to Pandas/021 Rank and Sort.mp4 | 9.5 MB |
| 04 Intro to Pandas/022 Summary Statistics.mp4 | 46.1 MB |
| 04 Intro to Pandas/023 Missing Data.mp4 | 18.9 MB |
| 04 Intro to Pandas/024 Index Hierarchy.mp4 | 24 MB |
| 05 Working with Data Part 1/025 Reading and Writing Text Files.mp4 | 24.8 MB |
| 05 Working with Data Part 1/026 JSON with Python.mp4 | 9 MB |
| 05 Working with Data Part 1/027 HTML with Python.mp4 | 13.5 MB |
| 05 Working with Data Part 1/028 Microsoft Excel files with Python.mp4 | 7.6 MB |
| 06 Working with Data Part 2/029 Merge.mp4 | 36.3 MB |
| 06 Working with Data Part 2/030 Merge on Index.mp4 | 25.2 MB |
| 06 Working with Data Part 2/031 Concatenate.mp4 | 21.1 MB |
| 06 Working with Data Part 2/032 Combining DataFrames.mp4 | 19.9 MB |
| 06 Working with Data Part 2/033 Reshaping.mp4 | 14.4 MB |
| 06 Working with Data Part 2/034 Pivoting.mp4 | 18 MB |
| 06 Working with Data Part 2/035 Duplicates in DataFrames.mp4 | 11.1 MB |
| 06 Working with Data Part 2/036 Mapping.mp4 | 7.8 MB |
| 06 Working with Data Part 2/037 Replace.mp4 | 5.1 MB |
| 06 Working with Data Part 2/038 Rename Index.mp4 | 10.1 MB |
| 06 Working with Data Part 2/039 Binning.mp4 | 13 MB |
| 06 Working with Data Part 2/040 Outliers.mp4 | 16.2 MB |
| 06 Working with Data Part 2/041 Permutation.mp4 | 8.7 MB |
| 07 Working with Data Part 3/042 GroupBy on DataFrames.mp4 | 36.3 MB |
| 07 Working with Data Part 3/043 GroupBy on Dict and Series.mp4 | 23.3 MB |
| 07 Working with Data Part 3/044 Aggregation.mp4 | 43.8 MB |
| 07 Working with Data Part 3/045 Splitting Applying and Combining.mp4 | 22.2 MB |
| 07 Working with Data Part 3/046 Cross Tabulation.mp4 | 8.8 MB |
| 08 Data Visualization/047 Installing Seaborn.mp4 | 7.2 MB |
| 08 Data Visualization/048 Histograms.mp4 | 20.3 MB |
| 08 Data Visualization/049 Kernel Density Estimate Plots.mp4 | 61.9 MB |
| 08 Data Visualization/050 Combining Plot Styles.mp4 | 11.6 MB |
| 08 Data Visualization/051 Box and Violin Plots.mp4 | 18.3 MB |
| 08 Data Visualization/052 Regression Plots.mp4 | 34.8 MB |
| 08 Data Visualization/053 Heatmaps and Clustered Matrices.mp4 | 39.1 MB |
| 09 Example Projects/054 Data Projects Preview.mp4 | 59.5 MB |
| 09 Example Projects/055 Intro to Data Projects.mp4 | 18.7 MB |
| 09 Example Projects/056 Titanic Project - Part 1.mp4 | 43.3 MB |
| 09 Example Projects/057 Titanic Project - Part 2.mp4 | 38.9 MB |
| 09 Example Projects/058 Titanic Project - Part 3.mp4 | 35.1 MB |
| 09 Example Projects/059 Titanic Project - Part 4.mp4 | 5.3 MB |
| 09 Example Projects/060 Intro to Data Project - Stock Market Analysis.mp4 | 32.8 MB |
| 09 Example Projects/061 Data Project - Stock Market Analysis Part 1.mp4 | 32.4 MB |
| 09 Example Projects/062 Data Project - Stock Market Analysis Part 2.mp4 | 56.8 MB |
| 09 Example Projects/063 Data Project - Stock Market Analysis Part 3.mp4 | 40 MB |
| 09 Example Projects/064 Data Project - Stock Market Analysis Part 4.mp4 | 25.9 MB |
| 09 Example Projects/065 Data Project - Stock Market Analysis Part 5.mp4 | 94 MB |
| 09 Example Projects/066 Data Project - Intro to Election Analysis.mp4 | 31.4 MB |
| 09 Example Projects/067 Data Project - Election Analysis Part 1.mp4 | 44.6 MB |
| 09 Example Projects/068 Data Project - Election Analysis Part 2.mp4 | 56.4 MB |
| 09 Example Projects/069 Data Project - Election Analysis Part 3.mp4 | 39.1 MB |
| 09 Example Projects/070 Data Project - Election Analysis Part 4.mp4 | 123.8 MB |
| 09 Example Projects/attached_files/055 Intro to Data Projects/First-Data-Project.txt | 302 B |
| 09 Example Projects/attached_files/056 Titanic Project - Part 1/First-Data-Project.txt | 302 B |
| 10 Machine Learning/071 Introduction to Machine Learning with SciKit Learn.mp4 | 46.2 MB |
| 10 Machine Learning/072 Linear Regression Part 1.mp4 | 58.7 MB |
| 10 Machine Learning/073 Linear Regression Part 2.mp4 | 52.5 MB |
| 10 Machine Learning/074 Linear Regression Part 3.mp4 | 68.9 MB |
| 10 Machine Learning/075 Linear Regression Part 4.mp4 | 78.6 MB |
| 10 Machine Learning/076 Logistic Regression Part 1.mp4 | 71.8 MB |
| 10 Machine Learning/077 Logistic Regression Part 2.mp4 | 51.8 MB |
| 10 Machine Learning/078 Logistic Regression Part 3.mp4 | 39.7 MB |
| 10 Machine Learning/079 Logistic Regression Part 4.mp4 | 97.9 MB |
| 10 Machine Learning/080 Multi Class Classification Part 1 - Logistic Regression.mp4 | 67.9 MB |
| 10 Machine Learning/081 Multi Class Classification Part 2 - k Nearest Neighbor.mp4 | 73.5 MB |
| 10 Machine Learning/082 Support Vector Machines Part 1.mp4 | 64.9 MB |
| 10 Machine Learning/083 Support Vector Machines - Part 2.mp4 | 85.8 MB |
| 10 Machine Learning/084 Naive Bayes Part 1.mp4 | 35.7 MB |
| 10 Machine Learning/085 Naive Bayes Part 2.mp4 | 65.5 MB |
| 10 Machine Learning/086 Decision Trees and Random Forests.mp4 | 232.1 MB |
| 10 Machine Learning/087 Natural Language Processing Part 1.mp4 | 65.7 MB |
| 10 Machine Learning/088 Natural Language Processing Part 2.mp4 | 88.4 MB |
| 10 Machine Learning/089 Natural Language Processing Part 3.mp4 | 139.4 MB |
| 10 Machine Learning/090 Natural Language Processing Part 4.mp4 | 101.8 MB |
| 11 Appendix Statistics Overview/091 Intro to Appendix B.mp4 | 7.2 MB |
| 11 Appendix Statistics Overview/092 Discrete Uniform Distribution.mp4 | 21.8 MB |
| 11 Appendix Statistics Overview/093 Continuous Uniform Distribution.mp4 | 25.2 MB |
| 11 Appendix Statistics Overview/094 Binomial Distribution.mp4 | 41.7 MB |
| Udemy Course downloader.txt | 94 B |