Master Regression and Prediction with Pandas and Python 2025

Files Included :
1 - Introduction.mp4 (246.37 MB)
2 - Setup of the Anaconda Cloud Notebook.mp4 (73.12 MB)
3 - Download and installation of the Anaconda Distribution optional.mp4 (109.69 MB)
4 - The Conda Package Management System optional.mp4 (388.86 MB)
10 - Python Strings III DateTime Objects and Strings.mp4 (127.57 MB)
11 - Overview of Python Native Data Storage Structures.mp4 (11.94 MB)
12 - Python Set.mp4 (135.45 MB)
13 - Python Tuple.mp4 (128.13 MB)
14 - Python Dictionary.mp4 (334.25 MB)
15 - Python List.mp4 (185.47 MB)
16 - Overview of Python Data Transformers and Functions.mp4 (23.59 MB)
17 - Python Whileloop.mp4 (112.82 MB)
18 - Python Forloop.mp4 (103.49 MB)
19 - Python Logic Operators and conditional code branching.mp4 (185.49 MB)
20 - Python Functions I Some theory.mp4 (19.07 MB)
21 - Python Functions II create your own functions.mp4 (178.75 MB)
22 - Python Object Oriented Programming I Some theory.mp4 (107.15 MB)
23 - Python Object Oriented Programming II create your own custom objects.mp4 (188.51 MB)
24 - Python Object Oriented Programming III Files and Tables.mp4 (343 MB)
25 - Python Object Oriented Programming IV Recap and More.mp4 (521.97 MB)
5 - Overview of Python for Data Handling.mp4 (269.81 MB)
6 - Python Integer.mp4 (65.47 MB)
7 - Python Float.mp4 (39.01 MB)
8 - Python Strings I.mp4 (127.3 MB)
9 - Python Strings II Intermediate String Methods.mp4 (174.69 MB)
26 - Master Pandas for Data Handling Overview.mp4 (182.62 MB)
27 - Pandas theory and terminology.mp4 (81.09 MB)
28 - Creating a Pandas DataFrame from scratch.mp4 (122.42 MB)
29 - Pandas File Handling Overview.mp4 (11.45 MB)
30 - Pandas File Handling The csv file format.mp4 (137.3 MB)
31 - Pandas File Handling The xlsx file format.mp4 (197.71 MB)
32 - Pandas File Handling SQLdatabase files and Pandas DataFrame.mp4 (67.87 MB)
33 - Pandas Operations Techniques Overview.mp4 (19.36 MB)
34 - Pandas Operations Techniques Object Inspection.mp4 (89.73 MB)
35 - Pandas Operations Techniques DataFrame Inspection.mp4 (82.18 MB)
36 - Pandas Operations Techniques Column Selections.mp4 (113.6 MB)
37 - Pandas Operations Techniques Row Selections.mp4 (80.07 MB)
38 - Pandas Operations Techniques Conditional Selections.mp4 (107.13 MB)
39 - Pandas Operations Techniques Scalers and Standardization.mp4 (154.45 MB)
40 - Pandas Operations Techniques Concatenate DataFrames.mp4 (217.48 MB)
41 - Pandas Operations Techniques Joining DataFrames.mp4 (137.05 MB)
42 - Pandas Operations Techniques Merging DataFrames.mp4 (313.39 MB)
43 - Pandas Operations Techniques Transpose Pivot Functions.mp4 (250.22 MB)
44 - Pandas Data Preparation I Overview workflow.mp4 (63.22 MB)
45 - Pandas Data Preparation II Edit DataFrame labels.mp4 (72.83 MB)
46 - Pandas Data Preparation III Duplicates.mp4 (121.62 MB)
47 - Pandas Data Preparation IV Missing Data Imputation.mp4 (450.79 MB)
48 - Pandas Data Preparation V Data Binnings Extra Video.mp4 (200.68 MB)
49 - Pandas Data Preparation VI Indicator Features Extra Video.mp4 (161.46 MB)
50 - Pandas Data Description I Overview.mp4 (42.86 MB)
51 - Pandas Data Description II Sorting and Ranking.mp4 (86.36 MB)
52 - Pandas Data Description III Descriptive Statistics.mp4 (147.26 MB)
53 - Pandas Data Description IV Crosstabulations Groupings.mp4 (135.22 MB)
54 - Pandas Data Visualization I Overview.mp4 (22.2 MB)
55 - Pandas Data Visualization II Histograms.mp4 (232.83 MB)
56 - Pandas Data Visualization III Boxplots.mp4 (120.16 MB)
57 - Pandas Data Visualization IV Scatterplots.mp4 (195.58 MB)
58 - Pandas Data Visualization V Pie Charts.mp4 (198.69 MB)
59 - Pandas Data Visualization VI Line plots.mp4 (369.29 MB)
60 - Regression Prediction and Supervised Learning Section Overview I.mp4 (177.13 MB)
61 - The Traditional Simple Regression Model II.mp4 (227.9 MB)
62 - The Traditional Simple Regression Model III.mp4 (348.25 MB)
63 - Some practical and useful modelling concepts IV.mp4 (84.61 MB)
64 - Some practical and useful modelling concepts V.mp4 (83.99 MB)
65 - Linear Multiple Regression model VI.mp4 (253 MB)
66 - Linear Multiple Regression model VII.mp4 (279.33 MB)
67 - Multivariate Polynomial Multiple Regression models VIII.mp4 (101.18 MB)
68 - Multivariate Polynomial Multiple Regression models VIIII.mp4 (603.17 MB)
69 - Regression Regularization Lasso and Ridge models X.mp4 (643.59 MB)
70 - Decision Tree Regression models.mp4 (315.95 MB)
71 - Random Forest Regression.mp4 (475.51 MB)
72 - Voting Regression.mp4 (360.76 MB)
73 - Overview.mp4 (11.71 MB)
74 - Artificial Neural Networks Feedforward Networks and the MultiLayer Perceptron.mp4 (328.11 MB)
75 - Feedforward MultiLayer Perceptrons for Prediction tasks.mp4 (281.44 MB)]
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