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Advanced Data Analytics Training using Python
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2023-6-1 21:00
2024-12-14 23:51
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14.88 GB
295
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Advanced
Data
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文件列表
01 Python Fundamentals/006 Built in Data Types and Type Casting.mp4
137.59MB
01 Python Fundamentals/002 Why should you learn Python_.mp4
129.01MB
01 Python Fundamentals/003 Installing Python and Jupyter Notebook.mp4
95.22MB
01 Python Fundamentals/004 Understanding the Interface of Jupyter Notebook.mp4
70.32MB
01 Python Fundamentals/005 Naming Convention for variables.mp4
94.99MB
01 Python Fundamentals/001 Introduction.mp4
60.78MB
01 Python Fundamentals/007 Scope of Variables.mp4
66.6MB
01 Python Fundamentals/008 Quiz Solution.mp4
46.51MB
01 Python Fundamentals/009 Exercise on Variables and Data Types.mp4
53.91MB
01 Python Fundamentals/010 Solution on Variables and Data Types.mp4
34.77MB
01 Python Fundamentals/011 Exercise on Scope of Variables.mp4
73.89MB
01 Python Fundamentals/012 Solution on Scope of Variables.mp4
33.76MB
01 Python Fundamentals/013 Arithmetic and Assignment Operators.mp4
78.06MB
01 Python Fundamentals/014 Comparison, Logical, and Bitwise Operators.mp4
62.41MB
01 Python Fundamentals/015 Identity and Membership Operators.mp4
39.19MB
01 Python Fundamentals/016 Quiz Solution.mp4
34.18MB
01 Python Fundamentals/017 Exercise on Arithmetic and Assignment Operators.mp4
72.3MB
01 Python Fundamentals/018 Solution on Arithmetic and Assignment Operators.mp4
41.52MB
01 Python Fundamentals/019 Exercise on Comparison, Logical, and Bitwise Operators.mp4
77.32MB
01 Python Fundamentals/020 Solution on Comparison, Logical, and Bitwise Operators.mp4
39.35MB
01 Python Fundamentals/021 Exercise on Identity and Membership Operators.mp4
65.2MB
01 Python Fundamentals/022 Solution on Identity and Membership Operators.mp4
34.54MB
01 Python Fundamentals/023 String Formatting.mp4
50.08MB
01 Python Fundamentals/024 String Methods.mp4
43.12MB
01 Python Fundamentals/025 User Input.mp4
41.13MB
01 Python Fundamentals/026 Quiz Solution.mp4
53.07MB
01 Python Fundamentals/027 Exercise on Strings.mp4
52.91MB
01 Python Fundamentals/028 Solution on Strings.mp4
42.61MB
01 Python Fundamentals/029 If, elif, and else.mp4
65.91MB
01 Python Fundamentals/030 For and While.mp4
53.02MB
01 Python Fundamentals/031 Break and Continue.mp4
40.77MB
01 Python Fundamentals/032 Quiz Solution.mp4
49.05MB
01 Python Fundamentals/033 Exercise on Loops and Conditionals.mp4
74.45MB
01 Python Fundamentals/034 Solution on Loops and Conditionals.mp4
49.88MB
02 Python Data Structures/001 Differences between Lists and Tuples.mp4
48.68MB
02 Python Data Structures/002 Operations on Lists.mp4
44.43MB
02 Python Data Structures/003 Operations on Tuples.mp4
27.44MB
02 Python Data Structures/004 Quiz Solution.mp4
37.08MB
02 Python Data Structures/005 Exercises on Lists.mp4
63.77MB
02 Python Data Structures/006 Solution on Lists.mp4
40.95MB
02 Python Data Structures/007 Introduction to Dictionaries.mp4
66.83MB
02 Python Data Structures/008 Operations on Dictionaries.mp4
37.52MB
02 Python Data Structures/009 Nested Dictionaries.mp4
60.5MB
02 Python Data Structures/010 Introduction to Sets.mp4
75.46MB
02 Python Data Structures/011 Set Operations.mp4
58.61MB
02 Python Data Structures/012 Quiz Solution.mp4
38.26MB
02 Python Data Structures/013 Exercise on Sets.mp4
68.35MB
02 Python Data Structures/014 Solution on Sets.mp4
41.17MB
02 Python Data Structures/015 Exercises on Dictionaries.mp4
76.19MB
02 Python Data Structures/016 Solution on Dictionaries.mp4
54.85MB
02 Python Data Structures/017 Introduction to Stacks and Queues.mp4
48.76MB
02 Python Data Structures/018 Implementing Stacks and Queues using Lists.mp4
36.51MB
02 Python Data Structures/019 Implementing Stacks and Queues using Deque.mp4
41.56MB
02 Python Data Structures/020 Quiz Solution.mp4
39.49MB
02 Python Data Structures/021 Exercise on Stacks and Queues.mp4
112.68MB
02 Python Data Structures/022 Solution on Stacks and Queues.mp4
52.89MB
02 Python Data Structures/023 Time Complexity.mp4
120.24MB
02 Python Data Structures/024 Linear Search.mp4
95.41MB
02 Python Data Structures/025 Binary Search.mp4
109.51MB
02 Python Data Structures/026 Bubble Sort.mp4
75.61MB
02 Python Data Structures/027 Insertion and Selection Sort.mp4
120.17MB
02 Python Data Structures/028 Merge Sort.mp4
115.32MB
02 Python Data Structures/029 Quiz Solution.mp4
73.16MB
02 Python Data Structures/030 Exercise on Searching and Sorting.mp4
90.08MB
02 Python Data Structures/031 Solution on Searching and Sorting.mp4
49.04MB
02 Python Data Structures/032 Exercise on Time Complexity.mp4
62.11MB
02 Python Data Structures/033 Solution on Time Complexity.mp4
50.72MB
03 Python Functions Deepdive/001 Introduction to Functions.mp4
40.15MB
03 Python Functions Deepdive/002 Default Parameters in Functions.mp4
54.03MB
03 Python Functions Deepdive/003 Positional Arguments.mp4
32.08MB
03 Python Functions Deepdive/004 Keyword Arguments.mp4
36.31MB
03 Python Functions Deepdive/005 Python Modules.mp4
42.66MB
03 Python Functions Deepdive/006 Quiz Solution.mp4
47.71MB
03 Python Functions Deepdive/007 Exercises on Functions.mp4
92.55MB
03 Python Functions Deepdive/008 Solution on Functions.mp4
39.86MB
03 Python Functions Deepdive/009 Exercises on Modules.mp4
84.73MB
03 Python Functions Deepdive/010 Solution on Modules.mp4
47.9MB
03 Python Functions Deepdive/011 Lambda Functions.mp4
53.11MB
03 Python Functions Deepdive/012 Filter, Map, and Zip Functions.mp4
79.86MB
03 Python Functions Deepdive/013 List, set, and Dictionary Comprehensions.mp4
54.57MB
03 Python Functions Deepdive/014 Quiz Solution.mp4
40.24MB
03 Python Functions Deepdive/015 Exercise on Lambda Functions.mp4
62.98MB
03 Python Functions Deepdive/016 Solution on Lambda Functions.mp4
35.06MB
03 Python Functions Deepdive/017 Exercise on Filter, Map, and Zip Functions.mp4
64.96MB
03 Python Functions Deepdive/018 Solution on Filter, Map, and Zip Functions.mp4
39.86MB
03 Python Functions Deepdive/019 Exercise on Comprehensions.mp4
61.18MB
03 Python Functions Deepdive/020 Solution on Comprehensions.mp4
45.49MB
03 Python Functions Deepdive/021 Introduction to Aggregate Functions.mp4
30.7MB
03 Python Functions Deepdive/022 Introduction to Analytical Functions.mp4
34.64MB
03 Python Functions Deepdive/023 Quiz Solution.mp4
38.23MB
03 Python Functions Deepdive/024 Exercise on Aggregate Functions.mp4
83.68MB
03 Python Functions Deepdive/025 Solution on Aggregate Functions.mp4
42.09MB
03 Python Functions Deepdive/026 Exercise on Analytical Functions.mp4
79.91MB
03 Python Functions Deepdive/027 Solution on Analytical Functions.mp4
42.01MB
03 Python Functions Deepdive/028 Solving the Factorial Problem using Recursion.mp4
55.36MB
03 Python Functions Deepdive/029 Solving the Fibonacci Problem using Recursion.mp4
62.67MB
03 Python Functions Deepdive/030 Quiz Solution.mp4
38.07MB
03 Python Functions Deepdive/031 Exercise on Recursions.mp4
68.01MB
03 Python Functions Deepdive/032 Solution on Recursions.mp4
36.71MB
03 Python Functions Deepdive/033 Introduction to Classes and Objects.mp4
39.53MB
03 Python Functions Deepdive/034 Inheritance.mp4
32.5MB
03 Python Functions Deepdive/035 Encapsulation.mp4
62.2MB
03 Python Functions Deepdive/036 Polymorphism.mp4
46.33MB
03 Python Functions Deepdive/037 Quiz Solution.mp4
40.45MB
03 Python Functions Deepdive/038 Exercise on Classes and Objects.mp4
85.12MB
03 Python Functions Deepdive/039 Solution on Classes and Objects.mp4
36.58MB
04 Python for Data Science/001 Introduction to datetime.mp4
37.53MB
04 Python for Data Science/002 The date and time class.mp4
33.62MB
04 Python for Data Science/003 The datetime class.mp4
22.51MB
04 Python for Data Science/004 The timedelta class.mp4
19.41MB
04 Python for Data Science/005 Quiz Solution.mp4
44.07MB
04 Python for Data Science/006 Exercise on Date and Time.mp4
65.94MB
04 Python for Data Science/007 Solution on Date and Time.mp4
39.36MB
04 Python for Data Science/008 Meta Characters for Regular Expressions.mp4
74.1MB
04 Python for Data Science/009 Built-in Functions for Regular Expressions.mp4
37.61MB
04 Python for Data Science/010 Special Characters for Regular Expressions.mp4
40.9MB
04 Python for Data Science/011 Sets for Regular Expressions.mp4
56.14MB
04 Python for Data Science/012 Quiz Solution.mp4
32.82MB
04 Python for Data Science/013 Exercise on Regular Expressions.mp4
62.08MB
04 Python for Data Science/014 Solution on Regular Expressions.mp4
33.72MB
04 Python for Data Science/015 Array Creation using Numpy.mp4
50.97MB
04 Python for Data Science/016 Mathematical Operations using Numpy.mp4
36.41MB
04 Python for Data Science/017 Built-in Functions in Numpy.mp4
39.95MB
04 Python for Data Science/018 Quiz Solution.mp4
57.61MB
04 Python for Data Science/019 Exercise on Built-in Functions in Numpy.mp4
64.39MB
04 Python for Data Science/020 Solution on Built-in Functions in Numpy.mp4
37.41MB
04 Python for Data Science/021 Reading Datasets using Pandas.mp4
65.68MB
04 Python for Data Science/022 Plotting Data in Pandas.mp4
35.73MB
04 Python for Data Science/023 Indexing, Selecting, and Filtering Data using Pandas.mp4
68.94MB
04 Python for Data Science/024 Merging and Concatenating DataFrames.mp4
76.62MB
04 Python for Data Science/025 Lambda, Map, and Apply Functions.mp4
37.16MB
04 Python for Data Science/026 Quiz Solution.mp4
54.69MB
04 Python for Data Science/027 Exercise on Pandas Plotting.mp4
50.78MB
04 Python for Data Science/028 Solution on Pandas Plotting.mp4
39.06MB
04 Python for Data Science/029 Exercise on Indexing and Selecting.mp4
55.38MB
04 Python for Data Science/030 Solution on Indexing and Selecting.mp4
40.06MB
04 Python for Data Science/031 Exercise on Apply Functions.mp4
65.02MB
04 Python for Data Science/032 Solution on Apply Functions.mp4
38.53MB
05 Data Exploration/001 Why EDA and how it is useful.mp4
42.26MB
05 Data Exploration/002 Course curriculum walkthrough.mp4
54.87MB
05 Data Exploration/003 Data Profiling.mp4
68.44MB
05 Data Exploration/004 Analyzing Target Data.mp4
51.18MB
05 Data Exploration/005 Quiz Solution.mp4
48.06MB
05 Data Exploration/006 Summarizing data.mp4
38.07MB
05 Data Exploration/007 Exploring the Dabl Library.mp4
101.88MB
05 Data Exploration/008 Exploring the Sweetviz Library.mp4
81.6MB
05 Data Exploration/009 Using Color Gradients for better analysis.mp4
43.85MB
05 Data Exploration/010 Best Practices for Data Exploration.mp4
40.04MB
05 Data Exploration/011 Quiz Solution.mp4
55.89MB
06 Statistics and Probability/001 Why you should learn Statistics and Probability.mp4
35.1MB
06 Statistics and Probability/002 Walking through the course Content.mp4
29.42MB
06 Statistics and Probability/003 Applications of Probability in Real Life.mp4
61.71MB
06 Statistics and Probability/004 Basic Probability.mp4
74.53MB
06 Statistics and Probability/005 Conditional Probability.mp4
80.37MB
06 Statistics and Probability/006 Set Theory.mp4
75.69MB
06 Statistics and Probability/007 Bayes' Theorem.mp4
58.7MB
06 Statistics and Probability/008 Permutations and Combinations.mp4
96.85MB
06 Statistics and Probability/009 Quiz Solution.mp4
85.82MB
06 Statistics and Probability/010 Types of Data.mp4
71.44MB
06 Statistics and Probability/011 Measures of Central Tendency.mp4
67.85MB
06 Statistics and Probability/012 Measures of Spread.mp4
78.96MB
06 Statistics and Probability/013 Measures of Dependence.mp4
41.44MB
06 Statistics and Probability/014 Quiz Solution.mp4
64.18MB
06 Statistics and Probability/015 Continuous vs Discrete Distributions.mp4
36.39MB
06 Statistics and Probability/016 Introduction to Normal Distribution.mp4
54.99MB
06 Statistics and Probability/017 Concept of Skewness.mp4
41.08MB
06 Statistics and Probability/018 Using QQ Plots to check Normal Distribution.mp4
47.49MB
06 Statistics and Probability/019 Quiz Solution.mp4
59.63MB
06 Statistics and Probability/020 Sample Mean and Population Mean.mp4
86.22MB
06 Statistics and Probability/021 Central Limit Theorem.mp4
57.01MB
06 Statistics and Probability/022 Bias and Variance.mp4
66.24MB
06 Statistics and Probability/023 Maximum Likelihood Estimation.mp4
72.51MB
06 Statistics and Probability/024 Confidence Intervals.mp4
121.32MB
06 Statistics and Probability/025 Quiz Solution.mp4
70.96MB
07 Hypothesis Testing/001 What is Hypothesis Testing.mp4
52.32MB
07 Hypothesis Testing/002 Null Hypothesis and Alternate Hypothesis.mp4
55.33MB
07 Hypothesis Testing/003 Types of Error.mp4
33.87MB
07 Hypothesis Testing/004 P-Value and Level of Significance.mp4
75.74MB
07 Hypothesis Testing/005 Quiz Solution.mp4
52.68MB
07 Hypothesis Testing/006 One Sampled T Test.mp4
69.4MB
07 Hypothesis Testing/007 Two Sampled T Test.mp4
40.26MB
07 Hypothesis Testing/008 Paired Sampled T Test.mp4
44.02MB
07 Hypothesis Testing/009 Quiz Solution.mp4
44.49MB
07 Hypothesis Testing/010 One Sampled Z Test.mp4
67.84MB
07 Hypothesis Testing/011 Two Sampled Z Test.mp4
48.31MB
07 Hypothesis Testing/012 Quiz Solution.mp4
42.1MB
07 Hypothesis Testing/013 One Sampled ANOVA Test.mp4
44.3MB
07 Hypothesis Testing/014 Two Sampled ANOVA Test.mp4
38.79MB
07 Hypothesis Testing/015 Quiz Solution.mp4
39.45MB
07 Hypothesis Testing/016 Goodness of Fit Test.mp4
39.15MB
07 Hypothesis Testing/017 Test of Independence.mp4
31.82MB
07 Hypothesis Testing/018 Quiz Solution.mp4
38.85MB
08 Data Cleaning/001 Causes and Impact of Missing Values.mp4
64.26MB
08 Data Cleaning/002 Types of Missing Values.mp4
61.74MB
08 Data Cleaning/003 When should we delete the missing values.mp4
79.6MB
08 Data Cleaning/004 Imputing missing values with the business logic.mp4
73.98MB
08 Data Cleaning/005 Imputing missing values with Mean_Median_Mode.mp4
55.98MB
08 Data Cleaning/006 Imputing missing values in a real-time scenario.mp4
82.54MB
08 Data Cleaning/007 Quiz Solution.mp4
49.16MB
08 Data Cleaning/008 How outliers can be harmful for machine learning models.mp4
69.06MB
08 Data Cleaning/009 Finding out outliers from the data.mp4
63.2MB
08 Data Cleaning/010 Using Winsorization to deal with outliers.mp4
50.53MB
08 Data Cleaning/011 Deleting and Capping the outliers.mp4
60.78MB
08 Data Cleaning/012 Dealing with outliers in a real-world scenario.mp4
50.82MB
08 Data Cleaning/013 Quiz Solution.mp4
56.08MB
08 Data Cleaning/014 Introduction to reindex, set_index, reset_index, and sort_index Functions.mp4
44.69MB
08 Data Cleaning/015 Introduction to Replace and Drop level Function.mp4
33.01MB
08 Data Cleaning/016 Introduction to Split and Strip Function.mp4
37.85MB
08 Data Cleaning/017 Introduction to Stack, and Unstack Functions.mp4
25.37MB
08 Data Cleaning/018 Introduction to Melt, Explode, and Squeeze Functions.mp4
41.44MB
08 Data Cleaning/019 Data Cleaning on Big Mart Dataset.mp4
38.25MB
08 Data Cleaning/020 Data Cleaning on Movie Dataset.mp4
37.28MB
08 Data Cleaning/021 Data Cleaning on Melbourne Housing Dataset.mp4
42.13MB
08 Data Cleaning/022 Data Cleaning on Naukri Dataset.mp4
106.2MB
09 Data Visualization/001 Univariate Analysis.mp4
57.04MB
09 Data Visualization/002 Bivariate Analysis.mp4
44.97MB
09 Data Visualization/003 Multivariate Analysis.mp4
70.78MB
09 Data Visualization/004 Quiz Solution.mp4
47.14MB
09 Data Visualization/005 Scatter Plots.mp4
45.14MB
09 Data Visualization/006 Charts with Colorscale.mp4
31.79MB
09 Data Visualization/007 Bar, Line, and Area Charts.mp4
48.51MB
09 Data Visualization/008 Facet Grids.mp4
37.95MB
09 Data Visualization/009 Statistical Charts.mp4
38.35MB
09 Data Visualization/010 Polar Charts.mp4
29.38MB
09 Data Visualization/011 Subplots.mp4
34.78MB
09 Data Visualization/012 3D Charts.mp4
24.55MB
09 Data Visualization/013 Waffle Charts.mp4
29.34MB
09 Data Visualization/014 Maps.mp4
30.7MB
09 Data Visualization/015 Quiz Solution.mp4
48.82MB
09 Data Visualization/016 Animation with Bubbleplot.mp4
47.77MB
09 Data Visualization/017 Animation with Facets.mp4
26.69MB
09 Data Visualization/018 Animation with Scatter Maps.mp4
22.64MB
09 Data Visualization/019 Animation with Choropleth Maps.mp4
30.57MB
09 Data Visualization/020 Quiz Solution.mp4
34.58MB
09 Data Visualization/021 Introduction to Ipywidgets.mp4
38.55MB
09 Data Visualization/022 Interactive Univariate Analysis.mp4
29.9MB
09 Data Visualization/023 Interactive Bivariate Analysis.mp4
33.85MB
09 Data Visualization/024 Interactive Multivariate Analysis.mp4
29.16MB
09 Data Visualization/025 Quiz Solution.mp4
53.84MB
09 Data Visualization/026 Sunburst Charts.mp4
33.13MB
09 Data Visualization/027 Parallel Co-ordinate Charts.mp4
22.98MB
09 Data Visualization/028 Funnel Charts.mp4
39.13MB
09 Data Visualization/029 Gantt Charts.mp4
25.08MB
09 Data Visualization/030 Ternary Charts.mp4
20.33MB
09 Data Visualization/031 Tree Maps.mp4
21.45MB
09 Data Visualization/032 Network Charts.mp4
39.74MB
09 Data Visualization/033 Quiz Solution.mp4
38.5MB
10 Query Analysis/001 Aggregate functions used for Grouping.mp4
51.7MB
10 Query Analysis/002 Using Groupby for Grouping Operations.mp4
27.15MB
10 Query Analysis/003 Groupby with Idxmax and Idxmin functions.mp4
25.92MB
10 Query Analysis/004 Using Color scales for better visualization.mp4
23.48MB
10 Query Analysis/005 Visualizing the Groupby Operations.mp4
28.72MB
10 Query Analysis/006 Using Pivot Tables for Grouping Operations.mp4
30.63MB
10 Query Analysis/007 Difference between Groupby and Pivot tables.mp4
24.43MB
10 Query Analysis/008 Performing Cross Tabulation.mp4
38.52MB
10 Query Analysis/009 Visualizing Cross tabulated Data.mp4
22.78MB
10 Query Analysis/010 Interactive Grouping Operations.mp4
35.71MB
10 Query Analysis/011 Quiz Solution.mp4
54.56MB
10 Query Analysis/012 When to perform Filtering Operations.mp4
38.4MB
10 Query Analysis/013 Introduction to Simple Filtering Operations.mp4
22.07MB
10 Query Analysis/014 Advanced Filtering Operations.mp4
35.68MB
10 Query Analysis/015 Filtering and Grouping Operations.mp4
21.78MB
10 Query Analysis/016 Interactive Filtering Operations.mp4
20.84MB
10 Query Analysis/017 Quiz Solution.mp4
46.03MB
11 Startups Case Study and Analysis/001 Understanding the Problem Statement.mp4
50.26MB
11 Startups Case Study and Analysis/002 Setting up the Environment.mp4
21.28MB
11 Startups Case Study and Analysis/003 Data Cleaning.mp4
52.91MB
11 Startups Case Study and Analysis/004 Querying the data using Visualizations Part - 1.mp4
32.52MB
11 Startups Case Study and Analysis/005 Querying the data using Visualizations Part - 2.mp4
32.59MB
11 Startups Case Study and Analysis/006 Major learning from the Project.mp4
30.95MB
12 Movie Recommender Systems/001 Setting up the Environment.mp4
45.42MB
12 Movie Recommender Systems/002 Taking a Deep Dive into the Dataset.mp4
48.52MB
12 Movie Recommender Systems/003 Understanding the Problem Statement.mp4
30.68MB
12 Movie Recommender Systems/004 Missing Values Imputation.mp4
51.85MB
12 Movie Recommender Systems/005 Top 10 Profitable Movies.mp4
50.09MB
12 Movie Recommender Systems/006 Manipulating the Duration and Language Column.mp4
51.36MB
12 Movie Recommender Systems/007 Extracting the Movie Genres.mp4
49.77MB
12 Movie Recommender Systems/008 Top 10 Most Popular Movies on Social Media.mp4
32.65MB
12 Movie Recommender Systems/009 Analyzing Which Genre is Most Bankable_.mp4
38.41MB
12 Movie Recommender Systems/010 Loss and Profit Analysis on English and Foreign Movies.mp4
42.21MB
12 Movie Recommender Systems/011 Gross Comparison of Long and Short Movies.mp4
46.19MB
12 Movie Recommender Systems/012 Association between IMDB Rating and Duration.mp4
47.33MB
12 Movie Recommender Systems/013 Comparing Critically acclaimed Actors.mp4
60.59MB
12 Movie Recommender Systems/014 Top Movies based on Gross, and IMDB.mp4
33.48MB
12 Movie Recommender Systems/015 Recommending Movies based on Languages and Actors.mp4
46.71MB
12 Movie Recommender Systems/016 Recommending Similar Genres and Movies.mp4
68.32MB
12 Movie Recommender Systems/017 Key Takeaways from this Project.mp4
33.41MB
13 Players Performance Analysis/001 Understanding the problem statement.mp4
53MB
13 Players Performance Analysis/002 Setting up the Environment.mp4
34.22MB
13 Players Performance Analysis/003 Data Cleaning.mp4
74.3MB
13 Players Performance Analysis/004 Feature Engineering.mp4
47.68MB
13 Players Performance Analysis/005 Data Visualization.mp4
77.87MB
13 Players Performance Analysis/006 Query Analysis.mp4
51.81MB
13 Players Performance Analysis/007 Major Learnings from the project.mp4
38.87MB
14 Outro Section/001 Conclusion.mp4
49.18MB
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