2.03 GB | 7min 9s | mp4 | 1280X720 | 16:9
Genre:eLearning |Language:English
Files Included :
001 Course Introduction.mp4 (28.99 MB)
002 About This Series.mp4 (5.66 MB)
003 Course Structure & Outline.mp4 (9.25 MB)
005 Data-Science-in-Python-Data-Prep-EDA.zip (11.9 MB)
006 Introducing the Course Project.mp4 (5.53 MB)
007 Setting Expectations.mp4 (8.57 MB)
001 Section Introduction.mp4 (1.71 MB)
002 What is Data Science.mp4 (2.72 MB)
003 Data Science Skill Set.mp4 (5.41 MB)
004 What is Machine Learning.mp4 (3.97 MB)
005 Common Machine Learning Algorithms.mp4 (4.96 MB)
006 Data Science Workflow.mp4 (5.01 MB)
007 Step 1 Scoping a Project.mp4 (2.29 MB)
008 Step 2 Gathering Data.mp4 (1.82 MB)
009 Step 3 Cleaning Data.mp4 (2.76 MB)
010 Step 4 Exploring Data.mp4 (1.75 MB)
011 Step 5 Modeling Data.mp4 (2.37 MB)
012 Step 6 Sharing Insights.mp4 (2.89 MB)
013 Data Prep & EDA.mp4 (2.01 MB)
014 Key Takeaways.mp4 (3.18 MB)
001 Section Introduction.mp4 (2.06 MB)
002 Project Scoping Steps.mp4 (1.99 MB)
003 Think Like an End User.mp4 (3.29 MB)
004 Brainstorm Problems.mp4 (2.53 MB)
005 Brainstorm Solutions.mp4 (4.59 MB)
006 Supervised vs Unsupervised Learning.mp4 (16.91 MB)
007 Identify Data Requirements.mp4 (2.2 MB)
008 Data Structures.mp4 (9.68 MB)
009 Model Features.mp4 (4.21 MB)
010 Data Sources.mp4 (3.22 MB)
011 Data Scope.mp4 (5.34 MB)
012 Summarize the Scope.mp4 (3.75 MB)
013 Key Takeaways.mp4 (2.98 MB)
001 Section Introduction.mp4 (2.27 MB)
002 Why Python.mp4 (3.74 MB)
003 Installing Anaconda.mp4 (2.93 MB)
004 Launching Jupyter Notebook.mp4 (6.94 MB)
005 The Notebook Interface.mp4 (10.16 MB)
006 Edit vs Command Mode.mp4 (2.95 MB)
007 The Code Cell.mp4 (9.71 MB)
008 The Markdown Cell.mp4 (9.07 MB)
009 Helpful Resources & Key Takeaways.mp4 (5.77 MB)
001 Section Introduction.mp4 (1.8 MB)
002 Data Gathering Process.mp4 (1.71 MB)
003 Data Sources.mp4 (4.07 MB)
004 Structured vs Unstructured Data.mp4 (2.85 MB)
005 The Pandas DataFrame.mp4 (4.91 MB)
006 Reading Flat Files.mp4 (6.44 MB)
007 DEMO Reading Flat Files.mp4 (32.67 MB)
008 Reading Excel Files.mp4 (13.88 MB)
009 Connecting to a SQL Database.mp4 (23.83 MB)
010 Quickly Exploring a DataFrame.mp4 (9.5 MB)
011 ASSIGNMENT Gathering Data.mp4 (5.41 MB)
012 SOLUTION Gathering Data.mp4 (15.15 MB)
013 Key Takeaways.mp4 (2.86 MB)
001 Section Introduction.mp4 (1.71 MB)
002 Data Cleaning Overview.mp4 (2.63 MB)
003 Data Types.mp4 (22.62 MB)
004 Converting to DateTime.mp4 (3.62 MB)
005 Converting to Numeric.mp4 (4.34 MB)
006 DEMO Converting Data Types.mp4 (35.94 MB)
007 ASSIGNMENT Converting Data Types.mp4 (4.04 MB)
008 SOLUTION Converting Data Types.mp4 (13.65 MB)
009 Data Issues Overview.mp4 (2.73 MB)
010 Finding Missing Data.mp4 (6.51 MB)
011 DEMO Finding Missing Data.mp4 (19.26 MB)
012 Handling Missing Data.mp4 (4.65 MB)
013 Removing Missing Data.mp4 (20.03 MB)
014 Imputing Missing Data.mp4 (12.42 MB)
015 Resolving Missing Data.mp4 (12.15 MB)
016 ASSIGNMENT Missing Data.mp4 (1004.34 KB)
017 SOLUTION Missing Data.mp4 (8.05 MB)
018 Finding Inconsistent Text & Typos.mp4 (17.32 MB)
019 Handling Inconsistent Text & Typos.mp4 (2.11 MB)
020 Updating Values Based on a Logical Condition.mp4 (37.22 MB)
021 Mapping Values.mp4 (21.12 MB)
022 Cleaning Text.mp4 (14.87 MB)
023 ASSIGNMENT Inconsistent Text & Typos.mp4 (1 MB)
024 SOLUTION Inconsistent Text & Typos.mp4 (15.79 MB)
025 Finding Duplicate Data.mp4 (13.65 MB)
026 Handling Duplicate Data.mp4 (7.2 MB)
027 ASSIGNMENT Duplicate Data.mp4 (863.35 KB)
028 SOLUTION Duplicate Data.mp4 (5.11 MB)
029 Finding Outliers.mp4 (5.46 MB)
030 Histograms.mp4 (13.99 MB)
031 Box Plots.mp4 (10.41 MB)
032 Standard Deviation.mp4 (19.85 MB)
033 Handling Outliers.mp4 (25.46 MB)
034 DEMO Review Cleaned Data.mp4 (3.21 MB)
035 ASSIGNMENT Outliers.mp4 (1.41 MB)
036 SOLUTION Outliers.mp4 (29.82 MB)
037 Creating New Columns.mp4 (5.02 MB)
038 Creating Numeric Columns.mp4 (6.9 MB)
039 DEMO Creating Numeric Columns.mp4 (36.21 MB)
040 ASSIGNMENT Creating Numeric Columns.mp4 (1.89 MB)
041 SOLUTION Creating Numeric Columns.mp4 (18.22 MB)
042 Creating DateTime Columns.mp4 (7.06 MB)
043 DEMO Creating DateTime Columns.mp4 (20.02 MB)
044 ASSIGNMENT Creating DateTime Columns.mp4 (1.23 MB)
045 SOLUTION Creating DateTime Columns.mp4 (5.37 MB)
046 Creating Text Columns.mp4 (11.74 MB)
047 DEMO Creating Text Columns.mp4 (50.82 MB)
048 ASSIGNMENT Creating Text Columns.mp4 (1.63 MB)
049 SOLUTION Creating Text Columns.mp4 (20.7 MB)
050 Key Takeaways.mp4 (4.19 MB)
001 Section Introduction.mp4 (2.3 MB)
002 Exploratory Data Analysis Overview.mp4 (4.48 MB)
003 Filtering.mp4 (2.54 MB)
004 DEMO Filtering.mp4 (29.43 MB)
005 Sorting.mp4 (1.49 MB)
006 DEMO Sorting.mp4 (20.14 MB)
007 Grouping.mp4 (10.21 MB)
008 DEMO Grouping.mp4 (45.22 MB)
009 ASSIGNMENT Exploring Data.mp4 (4.28 MB)
010 SOLUTION Exploring Data.mp4 (44.96 MB)
011 Data Visualization Overview.mp4 (2.29 MB)
012 Data Visualization with Pandas.mp4 (2.14 MB)
013 DEMO Data Visualization with Pandas.mp4 (32.11 MB)
014 Pair Plots.mp4 (1.33 MB)
015 DEMO Pair Plots.mp4 (49.2 MB)
016 Distributions.mp4 (3.86 MB)
017 DEMO Distributions.mp4 (13.88 MB)
018 Common Distributions.mp4 (8.31 MB)
019 The Normal Distribution.mp4 (6.49 MB)
020 ASSIGNMENT Distributions.mp4 (2.06 MB)
021 SOLUTION Distributions.mp4 (65.05 MB)
022 Scatter Plots.mp4 (1.9 MB)
023 DEMO Scatter Plots.mp4 (9.32 MB)
024 Correlations.mp4 (10.53 MB)
025 DEMO Correlations.mp4 (14.31 MB)
026 ASSIGNMENT Correlations.mp4 (1.91 MB)
027 SOLUTION Correlations.mp4 (37.32 MB)
028 Data Visualization in Practice.mp4 (2.97 MB)
029 EDA Tips.mp4 (9.31 MB)
030 Key Takeaways.mp4 (2.75 MB)
001 Mid-Course Project Overview.mp4 (6.67 MB)
002 SOLUTION Exploring Data.mp4 (24.14 MB)
003 SOLUTION Creating New Columns.mp4 (34.84 MB)
004 SOLUTION Visualizing Data.mp4 (19.23 MB)
001 Section Introduction.mp4 (2.41 MB)
002 Case Study Preparing for Modeling.mp4 (4.53 MB)
003 Data Prep for EDA vs Modeling.mp4 (3.18 MB)
004 Model Preparation Steps.mp4 (1.4 MB)
005 Creating a Single Table.mp4 (5.01 MB)
006 Appending.mp4 (3.26 MB)
007 DEMO Appending.mp4 (21.28 MB)
008 Joining.mp4 (6.09 MB)
009 DEMO Joining.mp4 (8.63 MB)
010 Types of Joins.mp4 (7.03 MB)
011 DEMO Types of Joins.mp4 (39.03 MB)
012 DEMO Creating a Single Table.mp4 (8.76 MB)
013 ASSIGNMENT Creating a Single Table.mp4 (2.38 MB)
014 SOLUTION Creating a Single Table.mp4 (19.12 MB)
015 Preparing Rows for Modeling.mp4 (15.01 MB)
016 DEMO Preparing Rows for Modeling.mp4 (38.86 MB)
017 ASSIGNMENT Preparing Rows for Modeling.mp4 (4.79 MB)
018 SOLUTION Preparing Rows for Modeling.mp4 (34.65 MB)
019 Preparing Columns for Modeling.mp4 (3.64 MB)
020 Dummy Variables.mp4 (7.54 MB)
021 DEMO Dummy Variables.mp4 (16.14 MB)
022 Preparing DateTime Columns.mp4 (11.35 MB)
023 DEMO Preparing DateTime Columns.mp4 (29.04 MB)
024 ASSIGNMENT Prepare Columns for Modeling.mp4 (1.36 MB)
025 SOLUTION Prepare Columns for Modeling.mp4 (14.24 MB)
026 Feature Engineering.mp4 (5.68 MB)
027 Feature Transformations.mp4 (3.4 MB)
028 Feature Scaling.mp4 (8.74 MB)
029 Proxy Variables.mp4 (6.42 MB)
030 Feature Engineering Tips.mp4 (5.27 MB)
031 ASSIGNMENT Feature Engineering.mp4 (1.53 MB)
032 SOLUTION Feature Engineering.mp4 (49.76 MB)
033 PREVIEW Applying Algorithms.mp4 (5.34 MB)
034 Key Takeaways.mp4 (4 MB)
001 Final Project Overview.mp4 (9.34 MB)
002 SOLUTION Gathering Data.mp4 (6.98 MB)
003 SOLUTION Cleaning Data.mp4 (53.6 MB)
004 SOLUTION Exploratory Data Analysis.mp4 (56.96 MB)
005 SOLUTION Preparing for Modeling.mp4 (41.89 MB)
002 About This Series.mp4 (5.66 MB)
003 Course Structure & Outline.mp4 (9.25 MB)
005 Data-Science-in-Python-Data-Prep-EDA.zip (11.9 MB)
006 Introducing the Course Project.mp4 (5.53 MB)
007 Setting Expectations.mp4 (8.57 MB)
001 Section Introduction.mp4 (1.71 MB)
002 What is Data Science.mp4 (2.72 MB)
003 Data Science Skill Set.mp4 (5.41 MB)
004 What is Machine Learning.mp4 (3.97 MB)
005 Common Machine Learning Algorithms.mp4 (4.96 MB)
006 Data Science Workflow.mp4 (5.01 MB)
007 Step 1 Scoping a Project.mp4 (2.29 MB)
008 Step 2 Gathering Data.mp4 (1.82 MB)
009 Step 3 Cleaning Data.mp4 (2.76 MB)
010 Step 4 Exploring Data.mp4 (1.75 MB)
011 Step 5 Modeling Data.mp4 (2.37 MB)
012 Step 6 Sharing Insights.mp4 (2.89 MB)
013 Data Prep & EDA.mp4 (2.01 MB)
014 Key Takeaways.mp4 (3.18 MB)
001 Section Introduction.mp4 (2.06 MB)
002 Project Scoping Steps.mp4 (1.99 MB)
003 Think Like an End User.mp4 (3.29 MB)
004 Brainstorm Problems.mp4 (2.53 MB)
005 Brainstorm Solutions.mp4 (4.59 MB)
006 Supervised vs Unsupervised Learning.mp4 (16.91 MB)
007 Identify Data Requirements.mp4 (2.2 MB)
008 Data Structures.mp4 (9.68 MB)
009 Model Features.mp4 (4.21 MB)
010 Data Sources.mp4 (3.22 MB)
011 Data Scope.mp4 (5.34 MB)
012 Summarize the Scope.mp4 (3.75 MB)
013 Key Takeaways.mp4 (2.98 MB)
001 Section Introduction.mp4 (2.27 MB)
002 Why Python.mp4 (3.74 MB)
003 Installing Anaconda.mp4 (2.93 MB)
004 Launching Jupyter Notebook.mp4 (6.94 MB)
005 The Notebook Interface.mp4 (10.16 MB)
006 Edit vs Command Mode.mp4 (2.95 MB)
007 The Code Cell.mp4 (9.71 MB)
008 The Markdown Cell.mp4 (9.07 MB)
009 Helpful Resources & Key Takeaways.mp4 (5.77 MB)
001 Section Introduction.mp4 (1.8 MB)
002 Data Gathering Process.mp4 (1.71 MB)
003 Data Sources.mp4 (4.07 MB)
004 Structured vs Unstructured Data.mp4 (2.85 MB)
005 The Pandas DataFrame.mp4 (4.91 MB)
006 Reading Flat Files.mp4 (6.44 MB)
007 DEMO Reading Flat Files.mp4 (32.67 MB)
008 Reading Excel Files.mp4 (13.88 MB)
009 Connecting to a SQL Database.mp4 (23.83 MB)
010 Quickly Exploring a DataFrame.mp4 (9.5 MB)
011 ASSIGNMENT Gathering Data.mp4 (5.41 MB)
012 SOLUTION Gathering Data.mp4 (15.15 MB)
013 Key Takeaways.mp4 (2.86 MB)
001 Section Introduction.mp4 (1.71 MB)
002 Data Cleaning Overview.mp4 (2.63 MB)
003 Data Types.mp4 (22.62 MB)
004 Converting to DateTime.mp4 (3.62 MB)
005 Converting to Numeric.mp4 (4.34 MB)
006 DEMO Converting Data Types.mp4 (35.94 MB)
007 ASSIGNMENT Converting Data Types.mp4 (4.04 MB)
008 SOLUTION Converting Data Types.mp4 (13.65 MB)
009 Data Issues Overview.mp4 (2.73 MB)
010 Finding Missing Data.mp4 (6.51 MB)
011 DEMO Finding Missing Data.mp4 (19.26 MB)
012 Handling Missing Data.mp4 (4.65 MB)
013 Removing Missing Data.mp4 (20.03 MB)
014 Imputing Missing Data.mp4 (12.42 MB)
015 Resolving Missing Data.mp4 (12.15 MB)
016 ASSIGNMENT Missing Data.mp4 (1004.34 KB)
017 SOLUTION Missing Data.mp4 (8.05 MB)
018 Finding Inconsistent Text & Typos.mp4 (17.32 MB)
019 Handling Inconsistent Text & Typos.mp4 (2.11 MB)
020 Updating Values Based on a Logical Condition.mp4 (37.22 MB)
021 Mapping Values.mp4 (21.12 MB)
022 Cleaning Text.mp4 (14.87 MB)
023 ASSIGNMENT Inconsistent Text & Typos.mp4 (1 MB)
024 SOLUTION Inconsistent Text & Typos.mp4 (15.79 MB)
025 Finding Duplicate Data.mp4 (13.65 MB)
026 Handling Duplicate Data.mp4 (7.2 MB)
027 ASSIGNMENT Duplicate Data.mp4 (863.35 KB)
028 SOLUTION Duplicate Data.mp4 (5.11 MB)
029 Finding Outliers.mp4 (5.46 MB)
030 Histograms.mp4 (13.99 MB)
031 Box Plots.mp4 (10.41 MB)
032 Standard Deviation.mp4 (19.85 MB)
033 Handling Outliers.mp4 (25.46 MB)
034 DEMO Review Cleaned Data.mp4 (3.21 MB)
035 ASSIGNMENT Outliers.mp4 (1.41 MB)
036 SOLUTION Outliers.mp4 (29.82 MB)
037 Creating New Columns.mp4 (5.02 MB)
038 Creating Numeric Columns.mp4 (6.9 MB)
039 DEMO Creating Numeric Columns.mp4 (36.21 MB)
040 ASSIGNMENT Creating Numeric Columns.mp4 (1.89 MB)
041 SOLUTION Creating Numeric Columns.mp4 (18.22 MB)
042 Creating DateTime Columns.mp4 (7.06 MB)
043 DEMO Creating DateTime Columns.mp4 (20.02 MB)
044 ASSIGNMENT Creating DateTime Columns.mp4 (1.23 MB)
045 SOLUTION Creating DateTime Columns.mp4 (5.37 MB)
046 Creating Text Columns.mp4 (11.74 MB)
047 DEMO Creating Text Columns.mp4 (50.82 MB)
048 ASSIGNMENT Creating Text Columns.mp4 (1.63 MB)
049 SOLUTION Creating Text Columns.mp4 (20.7 MB)
050 Key Takeaways.mp4 (4.19 MB)
001 Section Introduction.mp4 (2.3 MB)
002 Exploratory Data Analysis Overview.mp4 (4.48 MB)
003 Filtering.mp4 (2.54 MB)
004 DEMO Filtering.mp4 (29.43 MB)
005 Sorting.mp4 (1.49 MB)
006 DEMO Sorting.mp4 (20.14 MB)
007 Grouping.mp4 (10.21 MB)
008 DEMO Grouping.mp4 (45.22 MB)
009 ASSIGNMENT Exploring Data.mp4 (4.28 MB)
010 SOLUTION Exploring Data.mp4 (44.96 MB)
011 Data Visualization Overview.mp4 (2.29 MB)
012 Data Visualization with Pandas.mp4 (2.14 MB)
013 DEMO Data Visualization with Pandas.mp4 (32.11 MB)
014 Pair Plots.mp4 (1.33 MB)
015 DEMO Pair Plots.mp4 (49.2 MB)
016 Distributions.mp4 (3.86 MB)
017 DEMO Distributions.mp4 (13.88 MB)
018 Common Distributions.mp4 (8.31 MB)
019 The Normal Distribution.mp4 (6.49 MB)
020 ASSIGNMENT Distributions.mp4 (2.06 MB)
021 SOLUTION Distributions.mp4 (65.05 MB)
022 Scatter Plots.mp4 (1.9 MB)
023 DEMO Scatter Plots.mp4 (9.32 MB)
024 Correlations.mp4 (10.53 MB)
025 DEMO Correlations.mp4 (14.31 MB)
026 ASSIGNMENT Correlations.mp4 (1.91 MB)
027 SOLUTION Correlations.mp4 (37.32 MB)
028 Data Visualization in Practice.mp4 (2.97 MB)
029 EDA Tips.mp4 (9.31 MB)
030 Key Takeaways.mp4 (2.75 MB)
001 Mid-Course Project Overview.mp4 (6.67 MB)
002 SOLUTION Exploring Data.mp4 (24.14 MB)
003 SOLUTION Creating New Columns.mp4 (34.84 MB)
004 SOLUTION Visualizing Data.mp4 (19.23 MB)
001 Section Introduction.mp4 (2.41 MB)
002 Case Study Preparing for Modeling.mp4 (4.53 MB)
003 Data Prep for EDA vs Modeling.mp4 (3.18 MB)
004 Model Preparation Steps.mp4 (1.4 MB)
005 Creating a Single Table.mp4 (5.01 MB)
006 Appending.mp4 (3.26 MB)
007 DEMO Appending.mp4 (21.28 MB)
008 Joining.mp4 (6.09 MB)
009 DEMO Joining.mp4 (8.63 MB)
010 Types of Joins.mp4 (7.03 MB)
011 DEMO Types of Joins.mp4 (39.03 MB)
012 DEMO Creating a Single Table.mp4 (8.76 MB)
013 ASSIGNMENT Creating a Single Table.mp4 (2.38 MB)
014 SOLUTION Creating a Single Table.mp4 (19.12 MB)
015 Preparing Rows for Modeling.mp4 (15.01 MB)
016 DEMO Preparing Rows for Modeling.mp4 (38.86 MB)
017 ASSIGNMENT Preparing Rows for Modeling.mp4 (4.79 MB)
018 SOLUTION Preparing Rows for Modeling.mp4 (34.65 MB)
019 Preparing Columns for Modeling.mp4 (3.64 MB)
020 Dummy Variables.mp4 (7.54 MB)
021 DEMO Dummy Variables.mp4 (16.14 MB)
022 Preparing DateTime Columns.mp4 (11.35 MB)
023 DEMO Preparing DateTime Columns.mp4 (29.04 MB)
024 ASSIGNMENT Prepare Columns for Modeling.mp4 (1.36 MB)
025 SOLUTION Prepare Columns for Modeling.mp4 (14.24 MB)
026 Feature Engineering.mp4 (5.68 MB)
027 Feature Transformations.mp4 (3.4 MB)
028 Feature Scaling.mp4 (8.74 MB)
029 Proxy Variables.mp4 (6.42 MB)
030 Feature Engineering Tips.mp4 (5.27 MB)
031 ASSIGNMENT Feature Engineering.mp4 (1.53 MB)
032 SOLUTION Feature Engineering.mp4 (49.76 MB)
033 PREVIEW Applying Algorithms.mp4 (5.34 MB)
034 Key Takeaways.mp4 (4 MB)
001 Final Project Overview.mp4 (9.34 MB)
002 SOLUTION Gathering Data.mp4 (6.98 MB)
003 SOLUTION Cleaning Data.mp4 (53.6 MB)
004 SOLUTION Exploratory Data Analysis.mp4 (56.96 MB)
005 SOLUTION Preparing for Modeling.mp4 (41.89 MB)
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