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[FreeCourseSite.com] Udemy - Data Science Bootcamp with 5 Data Science Projects
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2022-5-29 08:50
2024-9-6 05:05
109
11.57 GB
260
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Udemy
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Data
Science
Bootcamp
with
5
Data
Science
Projects
文件列表
01 - Python Fundamentals/001 Why should you learn Python_.mp4
129.09MB
01 - Python Fundamentals/002 Installing Python and Jupyter Notebook.mp4
95.36MB
01 - Python Fundamentals/003 Understanding the Interface of Jupyter Notebook.mp4
70.32MB
01 - Python Fundamentals/004 Naming Convention for variables.mp4
53.82MB
01 - Python Fundamentals/005 Built in Data Types and Type Casting.mp4
73MB
01 - Python Fundamentals/006 Scope of Variables.mp4
38.17MB
01 - Python Fundamentals/007 Q and A.mp4
23.42MB
01 - Python Fundamentals/008 Quiz Solution.mp4
26.13MB
01 - Python Fundamentals/009 Thanks for your support__.mp4
37.1MB
01 - Python Fundamentals/010 Arithmetic and Assignment Operators.mp4
78.02MB
01 - Python Fundamentals/011 Comparison, Logical, and Bitwise Operators.mp4
60.94MB
01 - Python Fundamentals/012 Identity and Membership Operators.mp4
39.58MB
01 - Python Fundamentals/013 Quiz Solution.mp4
13.66MB
01 - Python Fundamentals/014 String Formatting.mp4
51.53MB
01 - Python Fundamentals/015 String Methods.mp4
43.31MB
01 - Python Fundamentals/016 User Input.mp4
41.74MB
01 - Python Fundamentals/017 Quiz Solution.mp4
27.23MB
01 - Python Fundamentals/018 If, elif, and else.mp4
67.67MB
01 - Python Fundamentals/019 For and While.mp4
52.71MB
01 - Python Fundamentals/020 Break and Continue.mp4
41.33MB
01 - Python Fundamentals/021 Quiz Solution.mp4
25.97MB
02 - Mastering Python Data Structures/001 Differences between Lists and Tuples.mp4
49.51MB
02 - Mastering Python Data Structures/002 Operations on Lists.mp4
43.35MB
02 - Mastering Python Data Structures/003 Operations on Tuples.mp4
27.49MB
02 - Mastering Python Data Structures/004 Quiz Solution.mp4
12.55MB
02 - Mastering Python Data Structures/005 Introduction to Dictionaries.mp4
67.74MB
02 - Mastering Python Data Structures/006 Operations on Dictionaries.mp4
36.8MB
02 - Mastering Python Data Structures/007 Nested Dictionaries.mp4
61.15MB
02 - Mastering Python Data Structures/008 Introduction to Sets.mp4
77.52MB
02 - Mastering Python Data Structures/009 Set Operations.mp4
58.78MB
02 - Mastering Python Data Structures/010 Quiz Solution.mp4
22.54MB
02 - Mastering Python Data Structures/011 Introduction to Stacks and Queues.mp4
50.42MB
02 - Mastering Python Data Structures/012 Implementing Stacks and Queues using Lists.mp4
36.63MB
02 - Mastering Python Data Structures/013 Implementing Stacks andd Queues using Deque.mp4
42.02MB
02 - Mastering Python Data Structures/014 Quiz Solution.mp4
21.81MB
02 - Mastering Python Data Structures/015 Time Complexity.mp4
124.67MB
02 - Mastering Python Data Structures/016 Linear Search.mp4
99.4MB
02 - Mastering Python Data Structures/017 Binary Search.mp4
113.82MB
02 - Mastering Python Data Structures/018 Bubble Sort.mp4
78.03MB
02 - Mastering Python Data Structures/019 Insertion and Selection Sort.mp4
123.74MB
02 - Mastering Python Data Structures/020 Merge Sort.mp4
119.21MB
02 - Mastering Python Data Structures/021 Quiz Solution.mp4
40.81MB
03 - Python Functions Deep Dive/001 Introduction to Functions.mp4
41.13MB
03 - Python Functions Deep Dive/002 Default Parameters in Functions.mp4
54.34MB
03 - Python Functions Deep Dive/003 Positional Arguments.mp4
32.61MB
03 - Python Functions Deep Dive/004 Keyword Arguments.mp4
36.34MB
03 - Python Functions Deep Dive/005 Python Modules.mp4
43.49MB
03 - Python Functions Deep Dive/006 Quiz Solution.mp4
26.49MB
03 - Python Functions Deep Dive/007 Lambda Functions.mp4
54.76MB
03 - Python Functions Deep Dive/008 Filter, Map, and Zip Functions.mp4
79.95MB
03 - Python Functions Deep Dive/009 List, set, and Dictionary Comprehensions.mp4
55.3MB
03 - Python Functions Deep Dive/010 Quiz Solution.mp4
22.68MB
03 - Python Functions Deep Dive/011 Introduction to Aggregate Functions.mp4
30.56MB
03 - Python Functions Deep Dive/012 Introduction to Analytical Functions.mp4
34.17MB
03 - Python Functions Deep Dive/013 Quiz Solution.mp4
14.89MB
03 - Python Functions Deep Dive/014 Solving the Factorial Problem using Recursion.mp4
57.21MB
03 - Python Functions Deep Dive/015 Solving the Fibonacci Problem using Recursion.mp4
64.94MB
03 - Python Functions Deep Dive/016 Quiz Solution.mp4
21.44MB
03 - Python Functions Deep Dive/017 Introduction to Classes and Objects.mp4
39.59MB
03 - Python Functions Deep Dive/018 Inheritance.mp4
32.82MB
03 - Python Functions Deep Dive/019 Encapsulation.mp4
63.36MB
03 - Python Functions Deep Dive/020 Polymorhism.mp4
47.49MB
03 - Python Functions Deep Dive/021 Quiz Solution.mp4
22.39MB
04 - Python for Data Science/001 Introduction to datetime.mp4
38.54MB
04 - Python for Data Science/002 The date and time class.mp4
33.57MB
04 - Python for Data Science/003 The datetime class.mp4
22.92MB
04 - Python for Data Science/004 The timedelta class.mp4
19.82MB
04 - Python for Data Science/005 Quiz Solution.mp4
23.24MB
04 - Python for Data Science/006 Meta Characters for Regular Expressions.mp4
75.53MB
04 - Python for Data Science/007 Built-in Functions for Regular Expressions.mp4
37.61MB
04 - Python for Data Science/008 Special Characters for Regular Expressions.mp4
23MB
04 - Python for Data Science/009 Sets for Regular Expressions.mp4
56.98MB
04 - Python for Data Science/010 Quiz Solution.mp4
13.79MB
04 - Python for Data Science/011 Array Creation using Numpy.mp4
51.86MB
04 - Python for Data Science/012 Mathematical Operations using Numpy.mp4
36.85MB
04 - Python for Data Science/013 Built-in Functions in Numpy.mp4
40.8MB
04 - Python for Data Science/014 Quiz Solution.mp4
30.89MB
04 - Python for Data Science/015 Reading Datasets using Pandas.mp4
67.84MB
04 - Python for Data Science/016 Plotting Data in Pandas.mp4
36.62MB
04 - Python for Data Science/017 Indexing, Selecting, and Filtering Data using Pandas.mp4
20.7MB
04 - Python for Data Science/018 Merging and Concatenating DataFrames.mp4
76.71MB
04 - Python for Data Science/019 Lambda, Map, and Apply Functions.mp4
38.14MB
04 - Python for Data Science/020 Quiz Solution.mp4
29.76MB
05 - Data Cleaning/001 Causes and Impact of Missing Values.mp4
66.79MB
05 - Data Cleaning/002 Types of Missing Values.mp4
64.17MB
05 - Data Cleaning/003 When should we delete the missing values.mp4
62.56MB
05 - Data Cleaning/004 Imputing missing values with the business logic.mp4
76.92MB
05 - Data Cleaning/005 Imputing missing values with Mean_Median_Mode.mp4
58.04MB
05 - Data Cleaning/006 Imputing missing values in a real-time scenario.mp4
82.57MB
05 - Data Cleaning/007 Quiz Solution.mp4
50.12MB
05 - Data Cleaning/008 How outliers can be harmful for machine learning models.mp4
69.04MB
05 - Data Cleaning/009 Finding out outliers from the data.mp4
63.2MB
05 - Data Cleaning/010 Using Winsorization to deal with outliers.mp4
52.15MB
05 - Data Cleaning/011 Deleting and Capping the outliers.mp4
62.75MB
05 - Data Cleaning/012 Dealing with outliers in a real-world scenario.mp4
51.5MB
05 - Data Cleaning/013 Quiz Solution.mp4
57.54MB
05 - Data Cleaning/014 Introduction to reindex, set_index, reset_index, and sort_index Functions.mp4
44.31MB
05 - Data Cleaning/015 Introduction to Replace and Drop level Function.mp4
33.69MB
05 - Data Cleaning/016 Introduction to Split and Strip Function.mp4
37.78MB
05 - Data Cleaning/017 Introduction to Stack, and Unstack Functions.mp4
10.55MB
05 - Data Cleaning/018 Introduction to Melt, Explode, and Squeeze Functions.mp4
41.51MB
05 - Data Cleaning/019 Data Cleaning on Big Mart Dataset.mp4
38.28MB
05 - Data Cleaning/020 Data Cleaning on Movie Dataset.mp4
37.51MB
05 - Data Cleaning/021 Data Cleaning on Melbourne Housing Dataset.mp4
42.13MB
05 - Data Cleaning/022 Data Cleaning on Naukri Dataset.mp4
104.43MB
06 - Query Analysis/001 Aggregate functions used for Grouping.mp4
51.71MB
06 - Query Analysis/002 Using Groupby for Grouping Operations.mp4
27.29MB
06 - Query Analysis/003 Groupby with Idxmax and Idxmin functions.mp4
26.44MB
06 - Query Analysis/004 Using Color scales for better visualization.mp4
23.74MB
06 - Query Analysis/005 Visualizing the Groupby Operations.mp4
29.03MB
06 - Query Analysis/006 Using Pivot Tables for Grouping Operations.mp4
30.9MB
06 - Query Analysis/007 Difference between Groupby and Pivot tables.mp4
24.46MB
06 - Query Analysis/008 Performing Cross Tabulation.mp4
39.23MB
06 - Query Analysis/009 Visualizing Cross tabulated Data.mp4
23.17MB
06 - Query Analysis/010 Interactive Grouping Operations.mp4
36.2MB
06 - Query Analysis/011 Quiz Solution.mp4
55.91MB
06 - Query Analysis/012 When to perform Filtering Operations.mp4
39.7MB
06 - Query Analysis/013 Introduction to Simple Filtering Operations.mp4
22.55MB
06 - Query Analysis/014 Advanced Filtering Operations.mp4
36.29MB
06 - Query Analysis/015 Filtering and Grouping Operations.mp4
21.74MB
06 - Query Analysis/016 Interactive Filtering Operations.mp4
8.16MB
06 - Query Analysis/017 Quiz Solution.mp4
46.89MB
07 - Data Visualizations/001 Univariate Analysis.mp4
57.08MB
07 - Data Visualizations/002 Bivariate Analysis.mp4
45.78MB
07 - Data Visualizations/003 Multivariate Analysis.mp4
72.35MB
07 - Data Visualizations/004 Quiz Solution.mp4
48.16MB
07 - Data Visualizations/005 Scatter Plots.mp4
45.62MB
07 - Data Visualizations/006 Charts with Colorscale.mp4
32.51MB
07 - Data Visualizations/007 Bar, Line, and Area Charts.mp4
48.52MB
07 - Data Visualizations/008 Facet Grids.mp4
38.94MB
07 - Data Visualizations/009 Statistical Charts.mp4
37.67MB
07 - Data Visualizations/010 Polar Charts.mp4
29.6MB
07 - Data Visualizations/011 Subplots.mp4
35.33MB
07 - Data Visualizations/012 3D Charts.mp4
24.94MB
07 - Data Visualizations/013 Waffle Charts.mp4
7.03MB
07 - Data Visualizations/014 Maps.mp4
30.72MB
07 - Data Visualizations/015 Quiz Solution.mp4
49.7MB
07 - Data Visualizations/016 Animation with Bubbleplot.mp4
49.05MB
07 - Data Visualizations/017 Animation with Facets.mp4
27.39MB
07 - Data Visualizations/018 Animation with Scatter Maps.mp4
23.16MB
07 - Data Visualizations/019 Animation with Choropleth Maps.mp4
30.59MB
07 - Data Visualizations/020 Quiz Solution.mp4
35.12MB
07 - Data Visualizations/021 Introduction to Ipywidgets.mp4
38.57MB
07 - Data Visualizations/022 Interactive Univariate Analysis.mp4
30.36MB
07 - Data Visualizations/023 Interactive Bivariate Analysis.mp4
33.72MB
07 - Data Visualizations/024 Interactive Multivariate Analysis.mp4
29.7MB
07 - Data Visualizations/025 Quiz Solution.mp4
55.06MB
07 - Data Visualizations/026 Sunburst Charts.mp4
33.79MB
07 - Data Visualizations/027 Parallel Co-ordinate Charts.mp4
23.4MB
07 - Data Visualizations/028 Funnel Charts.mp4
39.13MB
07 - Data Visualizations/029 Gantt Charts.mp4
25MB
07 - Data Visualizations/030 Ternary Charts.mp4
20.43MB
07 - Data Visualizations/031 Tree Maps.mp4
21.77MB
07 - Data Visualizations/032 Network Charts.mp4
40.82MB
07 - Data Visualizations/033 Quiz Solution.mp4
38.62MB
08 - Statistics and Probability/001 Why you should learn Statistics and Probability.mp4
27.71MB
08 - Statistics and Probability/002 Walking through the course Content.mp4
7.4MB
08 - Statistics and Probability/003 Applications of Probability in Real Life.mp4
61.75MB
08 - Statistics and Probability/004 Basic Probability.mp4
58.64MB
08 - Statistics and Probability/005 Conditional Probability.mp4
63.17MB
08 - Statistics and Probability/006 Set Theory.mp4
59.64MB
08 - Statistics and Probability/007 Bayes' Theorem.mp4
46.47MB
08 - Statistics and Probability/008 Permutations and Combinations.mp4
76.76MB
08 - Statistics and Probability/009 Quiz Solution.mp4
66.66MB
08 - Statistics and Probability/010 Types of Data.mp4
55.47MB
08 - Statistics and Probability/011 Measures of Central Tendency.mp4
52.89MB
08 - Statistics and Probability/012 Measures of Spread.mp4
61.45MB
08 - Statistics and Probability/013 Measures of Dependence.mp4
32.56MB
08 - Statistics and Probability/014 Quiz Solution.mp4
49.99MB
08 - Statistics and Probability/015 Continuous vs Discrete Distributions.mp4
28.38MB
08 - Statistics and Probability/016 Introduction to Normal Distribution.mp4
42.91MB
08 - Statistics and Probability/017 Concept of Skewness.mp4
41.04MB
08 - Statistics and Probability/018 Using QQ Plots to check Normal Distribution.mp4
37.09MB
08 - Statistics and Probability/019 Quiz Solution.mp4
46.28MB
08 - Statistics and Probability/020 Sample Mean and Population Mean.mp4
67.63MB
08 - Statistics and Probability/021 Central Limit Theorem.mp4
57.02MB
08 - Statistics and Probability/022 Bias and Variance.mp4
51.72MB
08 - Statistics and Probability/023 Maximum Likelihood Estimation.mp4
57.22MB
08 - Statistics and Probability/024 Confidence Intervals.mp4
94.96MB
08 - Statistics and Probability/025 Quiz Solution.mp4
55.19MB
09 - Hypothesis Testing/001 What is Hypothesis Testing.mp4
54.51MB
09 - Hypothesis Testing/002 Null Hypothesis and Alternate Hypothesis.mp4
55.28MB
09 - Hypothesis Testing/003 Types of Error.mp4
35.34MB
09 - Hypothesis Testing/004 P-Value and Level of Significance.mp4
78.73MB
09 - Hypothesis Testing/005 Quiz Solution.mp4
53.59MB
09 - Hypothesis Testing/006 One Sampled T Test.mp4
69.47MB
09 - Hypothesis Testing/007 Two Sampled T Test.mp4
40.78MB
09 - Hypothesis Testing/008 Paired Sampled T Test.mp4
44.97MB
09 - Hypothesis Testing/009 Quiz Solution.mp4
45.33MB
09 - Hypothesis Testing/010 One Sampled Z Test.mp4
70.05MB
09 - Hypothesis Testing/011 Two Sampled Z Test.mp4
49.57MB
09 - Hypothesis Testing/012 Quiz Solution.mp4
42.87MB
09 - Hypothesis Testing/013 One Sampled ANOVA Test.mp4
50.31MB
09 - Hypothesis Testing/014 Two Sampled ANOVA Test.mp4
40.37MB
09 - Hypothesis Testing/015 Quiz Solution.mp4
40.26MB
09 - Hypothesis Testing/016 Goodness of Fit Test.mp4
37.99MB
09 - Hypothesis Testing/017 Test of Independence.mp4
10.91MB
09 - Hypothesis Testing/018 Quiz Solution.mp4
39.51MB
10 - Data Exploration/001 Why EDA and how it is useful.mp4
43.85MB
10 - Data Exploration/002 Course curriculum walkthrough.mp4
54.71MB
10 - Data Exploration/003 Data Profiling.mp4
67.94MB
10 - Data Exploration/004 Analyzing Target Data.mp4
51.88MB
10 - Data Exploration/005 Quiz Solution.mp4
37.81MB
10 - Data Exploration/006 Summarizing data.mp4
38.89MB
10 - Data Exploration/007 Exploring the Dabl Library.mp4
104.41MB
10 - Data Exploration/008 Exploring the Sweetviz Library.mp4
81.57MB
10 - Data Exploration/009 Using Color Gradients for better analysis.mp4
13.91MB
10 - Data Exploration/010 Best Practices for Data Exploration.mp4
41.22MB
10 - Data Exploration/011 Quiz Solution.mp4
43.65MB
11 - Capstone Project 1_ Players Performance Analysis/001 Understanding the problem statement.mp4
54.63MB
11 - Capstone Project 1_ Players Performance Analysis/002 Setting up the Environment.mp4
20.59MB
11 - Capstone Project 1_ Players Performance Analysis/003 Data Cleaning.mp4
73.59MB
11 - Capstone Project 1_ Players Performance Analysis/004 Feature Engineering.mp4
47.52MB
11 - Capstone Project 1_ Players Performance Analysis/005 Data Visualization.mp4
75.04MB
11 - Capstone Project 1_ Players Performance Analysis/006 Query Analysis.mp4
51.24MB
11 - Capstone Project 1_ Players Performance Analysis/007 Major Learnings from the project.mp4
40.09MB
12 - Capstone Project 2_ Startups Case Study and Analysis/001 Understanding the Problem Statement.mp4
51.97MB
12 - Capstone Project 2_ Startups Case Study and Analysis/002 Setting up the Environment.mp4
8.83MB
12 - Capstone Project 2_ Startups Case Study and Analysis/003 Data Cleaning.mp4
52.71MB
12 - Capstone Project 2_ Startups Case Study and Analysis/004 Querying the data using Visualizations Part - 1.mp4
52.35MB
12 - Capstone Project 2_ Startups Case Study and Analysis/005 Querying the data using Visualizations Part - 2.mp4
32.74MB
12 - Capstone Project 2_ Startups Case Study and Analysis/006 Major learning from the Project.mp4
31.85MB
13 - Capstone Project 3_ Movie Recommender Systems/001 Setting up the Environment.mp4
46.29MB
13 - Capstone Project 3_ Movie Recommender Systems/002 Taking a Deep Dive into the Dataset.mp4
48.4MB
13 - Capstone Project 3_ Movie Recommender Systems/003 Understanding the Problem Statement.mp4
10.41MB
13 - Capstone Project 3_ Movie Recommender Systems/004 Missing Values Imputation.mp4
52.98MB
13 - Capstone Project 3_ Movie Recommender Systems/005 Top 10 Profitable Movies.mp4
50.11MB
13 - Capstone Project 3_ Movie Recommender Systems/006 Manipulating the Duration and Language Column.mp4
52.93MB
13 - Capstone Project 3_ Movie Recommender Systems/007 Extracting the Movie Genres.mp4
50.94MB
13 - Capstone Project 3_ Movie Recommender Systems/008 Top 10 Most Popular Movies on Social Media.mp4
33.61MB
13 - Capstone Project 3_ Movie Recommender Systems/009 Analysing Which Genre is Most Bankable_.mp4
38.43MB
13 - Capstone Project 3_ Movie Recommender Systems/010 Loss and Profit Analysis on English and Foreign Movies.mp4
43.14MB
13 - Capstone Project 3_ Movie Recommender Systems/011 Gross Comparison of Long and Short Movies.mp4
46.81MB
13 - Capstone Project 3_ Movie Recommender Systems/012 Association between IMDB Rating and Duration.mp4
48.44MB
13 - Capstone Project 3_ Movie Recommender Systems/013 Comparing Critically acclaimed Actors.mp4
62.46MB
13 - Capstone Project 3_ Movie Recommender Systems/014 Top Movies based on Gross, and IMDB.mp4
34.09MB
13 - Capstone Project 3_ Movie Recommender Systems/015 Recommending Movies based on Languages and Actors.mp4
47.62MB
13 - Capstone Project 3_ Movie Recommender Systems/016 Recommending Similar Genres and Movies.mp4
70.53MB
13 - Capstone Project 3_ Movie Recommender Systems/017 Key Takeaways from this Project.mp4
34.7MB
14 - Capstone Project 4_ Global Cost of Living/001 Setting up Environment.mp4
26.84MB
14 - Capstone Project 4_ Global Cost of Living/002 Understanding the Dataset.mp4
36.63MB
14 - Capstone Project 4_ Global Cost of Living/003 Understanding the Problem Statement.mp4
12.61MB
14 - Capstone Project 4_ Global Cost of Living/004 Extracting Latitude and Longitude from the L.mp4
83.91MB
14 - Capstone Project 4_ Global Cost of Living/005 Performing Feature Engineering.mp4
26.36MB
14 - Capstone Project 4_ Global Cost of Living/006 Comparing Lifestyle in different Countries.mp4
27.08MB
14 - Capstone Project 4_ Global Cost of Living/007 Top N and Bottom N Analysis.mp4
33.44MB
14 - Capstone Project 4_ Global Cost of Living/008 Performing Geo spatial Analysis.mp4
36.54MB
14 - Capstone Project 4_ Global Cost of Living/009 Comparing different Lifestyle Factors.mp4
21.68MB
14 - Capstone Project 4_ Global Cost of Living/010 Comparing Some of the Most Popular Countries.mp4
25.6MB
14 - Capstone Project 4_ Global Cost of Living/011 Comparing Lifestyle in Indian Cities.mp4
26.53MB
14 - Capstone Project 4_ Global Cost of Living/012 Ranking Places based on their cost of living.mp4
26.54MB
14 - Capstone Project 4_ Global Cost of Living/013 Analysing Cost of Essential Items.mp4
52.91MB
14 - Capstone Project 4_ Global Cost of Living/014 Analysing Quality of Life.mp4
25.98MB
14 - Capstone Project 4_ Global Cost of Living/015 Suggesting Better places to live.mp4
21.91MB
15 - Capstone Project 5_ Customer Segmentation Engine/001 Understanding the Problem Statement.mp4
55.69MB
15 - Capstone Project 5_ Customer Segmentation Engine/002 Setting up the Environment.mp4
12.68MB
15 - Capstone Project 5_ Customer Segmentation Engine/003 Data Analysis and Visualization.mp4
71.94MB
15 - Capstone Project 5_ Customer Segmentation Engine/004 KMeans Clustering Analysis.mp4
61.79MB
15 - Capstone Project 5_ Customer Segmentation Engine/005 Major Learnings from the projects.mp4
38.13MB
16 - Outro Section/001 Conclusion.mp4
16.83MB
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