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[FreeCourseSite.com] Udemy - Data Science Bootcamp with 5 Data Science Projects
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2022-5-22 03:04
2024-9-1 04:11
112
12.47 GB
256
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Udemy
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Data
Science
Bootcamp
with
5
Data
Science
Projects
文件列表
1. Python Fundamentals/1. Why should you learn Python.mp4
65.7MB
1. Python Fundamentals/10. Identity and Membership Operators.mp4
39.19MB
1. Python Fundamentals/12. Quiz Solution.mp4
34.21MB
1. Python Fundamentals/13. String Formatting.mp4
51.35MB
1. Python Fundamentals/14. String Methods.mp4
43.31MB
1. Python Fundamentals/15. User Input.mp4
40.96MB
1. Python Fundamentals/17. Quiz Solution.mp4
53.1MB
1. Python Fundamentals/18. If, elif, and else.mp4
65.92MB
1. Python Fundamentals/19. For and While.mp4
53.02MB
1. Python Fundamentals/2. Installing Python and Jupyter Notebook.mp4
33.58MB
1. Python Fundamentals/20. Break and Continue.mp4
40.79MB
1. Python Fundamentals/22. Quiz Solution.mp4
49.01MB
1. Python Fundamentals/3. Naming Convention for variables.mp4
102.16MB
1. Python Fundamentals/4. Built in Data Types and Type Casting.mp4
119.97MB
1. Python Fundamentals/5. Scope of Variables.mp4
77.13MB
1. Python Fundamentals/7. Quiz Solution.mp4
46.57MB
1. Python Fundamentals/8. Arithmetic and Assignment Operators.mp4
78.02MB
1. Python Fundamentals/9. Comparison, Logical, and Bitwise Operators.mp4
62.4MB
10. Data Exploration/1. Why EDA and how it is useful.mp4
42.24MB
10. Data Exploration/10. Using Color Gradients for better analysis.mp4
43.84MB
10. Data Exploration/11. Best Practices for Data Exploration.mp4
40.03MB
10. Data Exploration/13. Quiz Solution.mp4
55.92MB
10. Data Exploration/2. Course curriculum walkthrough.mp4
54.71MB
10. Data Exploration/3. Data Profiling.mp4
68.39MB
10. Data Exploration/4. Analyzing Target Data.mp4
51.17MB
10. Data Exploration/6. Quiz Solution.mp4
48.06MB
10. Data Exploration/7. Summarizing data.mp4
38.13MB
10. Data Exploration/8. Exploring the Dabl Library.mp4
101.84MB
10. Data Exploration/9. Exploring the Sweetviz Library.mp4
81.57MB
11. Capstone Project 1 Players Performance Analysis/1. Understanding the problem statement.mp4
53.01MB
11. Capstone Project 1 Players Performance Analysis/2. Setting up the Environment.mp4
34.19MB
11. Capstone Project 1 Players Performance Analysis/3. Data Cleaning.mp4
74.32MB
11. Capstone Project 1 Players Performance Analysis/4. Feature Engineering.mp4
47.51MB
11. Capstone Project 1 Players Performance Analysis/5. Data Visualization.mp4
77.85MB
11. Capstone Project 1 Players Performance Analysis/6. Query Analysis.mp4
51.87MB
11. Capstone Project 1 Players Performance Analysis/7. Major Learnings from the project.mp4
38.89MB
12. Capstone Project 2 Startups Case Study and Analysis/1. Understanding the Problem Statement.mp4
50.3MB
12. Capstone Project 2 Startups Case Study and Analysis/2. Setting up the Environment.mp4
21.29MB
12. Capstone Project 2 Startups Case Study and Analysis/3. Data Cleaning.mp4
52.88MB
12. Capstone Project 2 Startups Case Study and Analysis/4. Querying the data using Visualizations Part - 1.mp4
53.02MB
12. Capstone Project 2 Startups Case Study and Analysis/5. Querying the data using Visualizations Part - 2.mp4
32.46MB
12. Capstone Project 2 Startups Case Study and Analysis/6. Major learning from the Project.mp4
30.87MB
13. Capstone Project 3 Movie Recommender Systems/1. Setting up the Environment.mp4
45.56MB
13. Capstone Project 3 Movie Recommender Systems/10. Loss and Profit Analysis on English and Foreign Movies.mp4
42.23MB
13. Capstone Project 3 Movie Recommender Systems/11. Gross Comparison of Long and Short Movies.mp4
46.2MB
13. Capstone Project 3 Movie Recommender Systems/12. Association between IMDB Rating and Duration.mp4
47.28MB
13. Capstone Project 3 Movie Recommender Systems/13. Comparing Critically acclaimed Actors.mp4
60.65MB
13. Capstone Project 3 Movie Recommender Systems/14. Top Movies based on Gross, and IMDB.mp4
33.45MB
13. Capstone Project 3 Movie Recommender Systems/15. Recommending Movies based on Languages and Actors.mp4
46.78MB
13. Capstone Project 3 Movie Recommender Systems/16. Recommending Similar Genres and Movies.mp4
68.33MB
13. Capstone Project 3 Movie Recommender Systems/17. Key Takeaways from this Project.mp4
33.43MB
13. Capstone Project 3 Movie Recommender Systems/2. Taking a Deep Dive into the Dataset.mp4
48.4MB
13. Capstone Project 3 Movie Recommender Systems/3. Understanding the Problem Statement.mp4
30.63MB
13. Capstone Project 3 Movie Recommender Systems/4. Missing Values Imputation.mp4
51.85MB
13. Capstone Project 3 Movie Recommender Systems/5. Top 10 Profitable Movies.mp4
50.11MB
13. Capstone Project 3 Movie Recommender Systems/6. Manipulating the Duration and Language Column.mp4
51.34MB
13. Capstone Project 3 Movie Recommender Systems/7. Extracting the Movie Genres.mp4
49.79MB
13. Capstone Project 3 Movie Recommender Systems/8. Top 10 Most Popular Movies on Social Media.mp4
32.66MB
13. Capstone Project 3 Movie Recommender Systems/9. Analysing Which Genre is Most Bankable.mp4
38.36MB
14. Capstone Project 4 Global Cost of Living/1. Setting up Environment.mp4
47.99MB
14. Capstone Project 4 Global Cost of Living/10. Comparing Some of the Most Popular Countries.mp4
45.34MB
14. Capstone Project 4 Global Cost of Living/11. Comparing Lifestyle in Indian Cities.mp4
45.62MB
14. Capstone Project 4 Global Cost of Living/12. Ranking Places based on their cost of living.mp4
48.05MB
14. Capstone Project 4 Global Cost of Living/13. Analysing Cost of Essential Items.mp4
51.58MB
14. Capstone Project 4 Global Cost of Living/14. Analysing Quality of Life.mp4
46.7MB
14. Capstone Project 4 Global Cost of Living/15. Suggesting Better places to live.mp4
39.35MB
14. Capstone Project 4 Global Cost of Living/2. Understanding the Dataset.mp4
36.63MB
14. Capstone Project 4 Global Cost of Living/3. Understanding the Problem Statement.mp4
36.01MB
14. Capstone Project 4 Global Cost of Living/4. Extracting Latitude and Longitude from the L.mp4
82.88MB
14. Capstone Project 4 Global Cost of Living/5. Performing Feature Engineering.mp4
47.12MB
14. Capstone Project 4 Global Cost of Living/6. Comparing Lifestyle in different Countries.mp4
45.39MB
14. Capstone Project 4 Global Cost of Living/7. Top N and Bottom N Analysis.mp4
56.02MB
14. Capstone Project 4 Global Cost of Living/8. Performing Geo spatial Analysis.mp4
36.54MB
14. Capstone Project 4 Global Cost of Living/9. Comparing different Lifestyle Factors.mp4
38.32MB
15. Capstone Project 5 Customer Segmentation Engine/1. Understanding the Problem Statement.mp4
53.55MB
15. Capstone Project 5 Customer Segmentation Engine/2. Setting up the Environment.mp4
28.81MB
15. Capstone Project 5 Customer Segmentation Engine/3. Data Analysis and Visualization.mp4
77.71MB
15. Capstone Project 5 Customer Segmentation Engine/4. KMeans Clustering Analysis.mp4
61.79MB
15. Capstone Project 5 Customer Segmentation Engine/5. Major Learnings from the projects.mp4
36.71MB
2. Python for Data Analysis/1. Differences between Lists and Tuples.mp4
48.69MB
2. Python for Data Analysis/10. Set Operations.mp4
58.6MB
2. Python for Data Analysis/12. Quiz Solution.mp4
38.29MB
2. Python for Data Analysis/13. Introduction to Stacks and Queues.mp4
48.73MB
2. Python for Data Analysis/14. Implementing Stacks and Queues using Lists.mp4
36.49MB
2. Python for Data Analysis/15. Implementing Stacks andd Queues using Deque.mp4
41.57MB
2. Python for Data Analysis/17. Quiz Solution.mp4
39.5MB
2. Python for Data Analysis/18. Time Complexity.mp4
120.23MB
2. Python for Data Analysis/19. Linear Search.mp4
95.41MB
2. Python for Data Analysis/2. Operations on Lists.mp4
44.4MB
2. Python for Data Analysis/20. Binary Search.mp4
109.49MB
2. Python for Data Analysis/21. Bubble Sort.mp4
75.55MB
2. Python for Data Analysis/22. Insertion and Selection Sort.mp4
120.08MB
2. Python for Data Analysis/23. Merge Sort.mp4
115.4MB
2. Python for Data Analysis/25. Quiz Solution.mp4
73.19MB
2. Python for Data Analysis/3. Operations on Tuples.mp4
27.49MB
2. Python for Data Analysis/5. Quiz Solution.mp4
37.04MB
2. Python for Data Analysis/6. Introduction to Dictionaries.mp4
66.81MB
2. Python for Data Analysis/7. Operations on Dictionaries.mp4
37.54MB
2. Python for Data Analysis/8. Nested Dictionaries.mp4
60.46MB
2. Python for Data Analysis/9. Introduction to Sets.mp4
75.44MB
3. Python Functions Deep Dive/1. Introduction to Functions.mp4
40.26MB
3. Python Functions Deep Dive/10. List, set, and Dictionary Comprehensions.mp4
54.62MB
3. Python Functions Deep Dive/12. Quiz Solution.mp4
40.28MB
3. Python Functions Deep Dive/13. Introduction to Aggregate Functions.mp4
30.63MB
3. Python Functions Deep Dive/14. Introduction to Analytical Functions.mp4
34.72MB
3. Python Functions Deep Dive/16. Quiz Solution.mp4
38.26MB
3. Python Functions Deep Dive/17. Solving the Factorial Problem using Recursion.mp4
55.41MB
3. Python Functions Deep Dive/18. Solving the Fibonacci Problem using Recursion.mp4
62.73MB
3. Python Functions Deep Dive/2. Default Parameters in Functions.mp4
53.99MB
3. Python Functions Deep Dive/20. Quiz Solution.mp4
38.04MB
3. Python Functions Deep Dive/21. Introduction to Classes and Objects.mp4
39.59MB
3. Python Functions Deep Dive/22. Inheritance.mp4
32.49MB
3. Python Functions Deep Dive/23. Encapsulation.mp4
62.13MB
3. Python Functions Deep Dive/24. Polymorhism.mp4
46.26MB
3. Python Functions Deep Dive/26. Quiz Solution.mp4
40.46MB
3. Python Functions Deep Dive/3. Positional Arguments.mp4
32.12MB
3. Python Functions Deep Dive/4. Keyword Arguments.mp4
36.35MB
3. Python Functions Deep Dive/5. Python Modules.mp4
42.66MB
3. Python Functions Deep Dive/7. Quiz Solution.mp4
47.7MB
3. Python Functions Deep Dive/8. Lambda Functions.mp4
53.13MB
3. Python Functions Deep Dive/9. Filter, Map, and Zip Functions.mp4
79.87MB
4. Python for Data Science/1. Introduction to datetime.mp4
37.5MB
4. Python for Data Science/10. Sets for Regular Expressions.mp4
56.06MB
4. Python for Data Science/12. Quiz Solution.mp4
32.87MB
4. Python for Data Science/13. Array Creation using Numpy.mp4
50.95MB
4. Python for Data Science/14. Mathematical Operations using Numpy.mp4
36.35MB
4. Python for Data Science/15. Built-in Functions in Numpy.mp4
40.03MB
4. Python for Data Science/17. Quiz Solution.mp4
57.64MB
4. Python for Data Science/18. Reading Datasets using Pandas.mp4
65.7MB
4. Python for Data Science/19. Plotting Data in Pandas.mp4
35.74MB
4. Python for Data Science/2. The date and time class.mp4
33.57MB
4. Python for Data Science/20. Indexing, Selecting, and Filtering Data using Pandas.mp4
68.96MB
4. Python for Data Science/21. Merging and Concatenating DataFrames.mp4
76.71MB
4. Python for Data Science/22. Lambda, Map, and Apply Functions.mp4
37.19MB
4. Python for Data Science/24. Quiz Solution.mp4
54.71MB
4. Python for Data Science/3. The datetime class.mp4
22.53MB
4. Python for Data Science/4. The timedelta class.mp4
19.36MB
4. Python for Data Science/6. Quiz Solution.mp4
44.08MB
4. Python for Data Science/7. Meta Characters for Regular Expressions.mp4
74.08MB
4. Python for Data Science/8. Built-in Functions for Regular Expressions.mp4
37.61MB
4. Python for Data Science/9. Special Characters for Regular Expressions.mp4
40.9MB
5. Data Cleaning/1. Causes and Impact of Missing Values.mp4
64.41MB
5. Data Cleaning/10. Finding out outliers from the data.mp4
63.2MB
5. Data Cleaning/11. Using Winsorization to deal with outliers.mp4
50.49MB
5. Data Cleaning/12. Deleting and Capping the outliers.mp4
60.83MB
5. Data Cleaning/13. Dealing with outliers in a real-world scenario.mp4
50.81MB
5. Data Cleaning/15. Quiz Solution.mp4
56.11MB
5. Data Cleaning/16. Introduction to reindex, set_index, reset_index, and sort_index Functions.mp4
44.69MB
5. Data Cleaning/17. Introduction to Replace and Drop level Function.mp4
32.96MB
5. Data Cleaning/18. Introduction to Split and Strip Function.mp4
37.86MB
5. Data Cleaning/19. Introduction to Stack, and Unstack Functions.mp4
25.35MB
5. Data Cleaning/2. Types of Missing Values.mp4
61.68MB
5. Data Cleaning/20. Introduction to Melt, Explode, and Squeeze Functions.mp4
41.38MB
5. Data Cleaning/21. Data Cleaning on Big Mart Dataset.mp4
38.29MB
5. Data Cleaning/22. Data Cleaning on Movie Dataset.mp4
37.28MB
5. Data Cleaning/23. Data Cleaning on Melbourne Housing Dataset.mp4
42.13MB
5. Data Cleaning/24. Data Cleaning on Naukri Dataset.mp4
106.15MB
5. Data Cleaning/3. When should we delete the missing values.mp4
79.62MB
5. Data Cleaning/4. Imputing missing values with the business logic.mp4
74MB
5. Data Cleaning/5. Imputing missing values with MeanMedianMode.mp4
55.93MB
5. Data Cleaning/6. Imputing missing values in a real-time scenario.mp4
82.57MB
5. Data Cleaning/8. Quiz Solution.mp4
49.17MB
5. Data Cleaning/9. How outliers can be harmful for machine learning models.mp4
69.04MB
6. Query Analysis/1. Aggregate functions used for Grouping.mp4
51.71MB
6. Query Analysis/10. Interactive Grouping Operations.mp4
35.71MB
6. Query Analysis/12. Quiz Solution.mp4
54.39MB
6. Query Analysis/13. When to perform Filtering Operations.mp4
38.38MB
6. Query Analysis/14. Introduction to Simple Filtering Operations.mp4
22.07MB
6. Query Analysis/15. Advanced Filtering Operations.mp4
35.71MB
6. Query Analysis/16. Filtering and Grouping Operations.mp4
21.74MB
6. Query Analysis/17. Interactive Filtering Operations.mp4
20.87MB
6. Query Analysis/19. Quiz Solution.mp4
45.92MB
6. Query Analysis/2. Using Groupby for Grouping Operations.mp4
27.18MB
6. Query Analysis/3. Groupby with Idxmax and Idxmin functions.mp4
25.9MB
6. Query Analysis/4. Using Color scales for better visualization.mp4
23.46MB
6. Query Analysis/5. Visualizing the Groupby Operations.mp4
28.71MB
6. Query Analysis/6. Using Pivot Tables for Grouping Operations.mp4
30.55MB
6. Query Analysis/7. Difference between Groupby and Pivot tables.mp4
24.46MB
6. Query Analysis/8. Performing Cross Tabulation.mp4
38.51MB
6. Query Analysis/9. Visualizing Cross tabulated Data.mp4
22.81MB
7. Data Visualizations/1. Univariate Analysis.mp4
57.08MB
7. Data Visualizations/10. Statistical Charts.mp4
38.31MB
7. Data Visualizations/11. Polar Charts.mp4
29.39MB
7. Data Visualizations/12. Subplots.mp4
34.77MB
7. Data Visualizations/13. 3D Charts.mp4
24.58MB
7. Data Visualizations/14. Waffle Charts.mp4
29.35MB
7. Data Visualizations/15. Maps.mp4
30.72MB
7. Data Visualizations/17. Quiz Solution.mp4
48.87MB
7. Data Visualizations/18. Animation with Bubbleplot.mp4
47.76MB
7. Data Visualizations/19. Animation with Facets.mp4
26.68MB
7. Data Visualizations/2. Bivariate Analysis.mp4
44.94MB
7. Data Visualizations/20. Animation with Scatter Maps.mp4
22.69MB
7. Data Visualizations/21. Animation with Choropleth Maps.mp4
30.59MB
7. Data Visualizations/23. Quiz Solution.mp4
34.51MB
7. Data Visualizations/24. Introduction to Ipywidgets.mp4
38.57MB
7. Data Visualizations/25. Interactive Univariate Analysis.mp4
29.88MB
7. Data Visualizations/26. Interactive Bivariate Analysis.mp4
33.85MB
7. Data Visualizations/27. Interactive Multivariate Analysis.mp4
29.16MB
7. Data Visualizations/29. Quiz Solution.mp4
53.79MB
7. Data Visualizations/3. Multivariate Analysis.mp4
70.9MB
7. Data Visualizations/30. Sunburst Charts.mp4
33.1MB
7. Data Visualizations/31. Parallel Co-ordinate Charts.mp4
22.96MB
7. Data Visualizations/32. Funnel Charts.mp4
39.13MB
7. Data Visualizations/33. Gantt Charts.mp4
25.09MB
7. Data Visualizations/34. Ternary Charts.mp4
20.32MB
7. Data Visualizations/35. Tree Maps.mp4
21.44MB
7. Data Visualizations/36. Network Charts.mp4
39.79MB
7. Data Visualizations/38. Quiz Solution.mp4
38.48MB
7. Data Visualizations/5. Quiz Solution.mp4
47.11MB
7. Data Visualizations/6. Scatter Plots.mp4
45.14MB
7. Data Visualizations/7. Charts with Colorscale.mp4
31.78MB
7. Data Visualizations/8. Bar, Line, and Area Charts.mp4
48.51MB
7. Data Visualizations/9. Facet Grids.mp4
37.91MB
8. Statistics and Probability/1. Why you should learn Statistics and Probability.mp4
35.09MB
8. Statistics and Probability/10. Quiz Solution.mp4
85.98MB
8. Statistics and Probability/11. Types of Data.mp4
71.32MB
8. Statistics and Probability/12. Measures of Central Tendency.mp4
67.8MB
8. Statistics and Probability/13. Measures of Spread.mp4
78.94MB
8. Statistics and Probability/14. Measures of Dependence.mp4
41.41MB
8. Statistics and Probability/16. Quiz Solution.mp4
64.32MB
8. Statistics and Probability/17. Continuous vs Discrete Distributions.mp4
36.29MB
8. Statistics and Probability/18. Introduction to Normal Distribution.mp4
55.02MB
8. Statistics and Probability/19. Concept of Skewness.mp4
41.04MB
8. Statistics and Probability/2. Walking through the course Content.mp4
29.41MB
8. Statistics and Probability/20. Using QQ Plots to check Normal Distribution.mp4
47.59MB
8. Statistics and Probability/22. Quiz Solution.mp4
59.54MB
8. Statistics and Probability/23. Sample Mean and Population Mean.mp4
86.1MB
8. Statistics and Probability/24. Central Limit Theorem.mp4
57.02MB
8. Statistics and Probability/25. Bias and Variance.mp4
66.16MB
8. Statistics and Probability/26. Maximum Likelihood Estimation.mp4
72.56MB
8. Statistics and Probability/27. Confidence Intervals.mp4
121.19MB
8. Statistics and Probability/29. Quiz Solution.mp4
71.01MB
8. Statistics and Probability/3. Applications of Probability in Real Life.mp4
61.75MB
8. Statistics and Probability/4. Basic Probability.mp4
74.4MB
8. Statistics and Probability/5. Conditional Probability.mp4
80.38MB
8. Statistics and Probability/6. Set Theory.mp4
75.69MB
8. Statistics and Probability/7. Bayes' Theorem.mp4
58.74MB
8. Statistics and Probability/8. Permutations and Combinations.mp4
96.96MB
9. Hypothesis Testing/1. What is Hypothesis Testing.mp4
52.37MB
9. Hypothesis Testing/11. Quiz Solution.mp4
44.43MB
9. Hypothesis Testing/12. One Sampled Z Test.mp4
67.83MB
9. Hypothesis Testing/13. Two Sampled Z Test.mp4
48.29MB
9. Hypothesis Testing/15. Quiz Solution.mp4
42.06MB
9. Hypothesis Testing/16. One Sampled ANOVA Test.mp4
48.9MB
9. Hypothesis Testing/17. Two Sampled ANOVA Test.mp4
38.83MB
9. Hypothesis Testing/19. Quiz Solution.mp4
39.42MB
9. Hypothesis Testing/2. Null Hypothesis and Alternate Hypothesis.mp4
55.28MB
9. Hypothesis Testing/20. Goodness of Fit Test.mp4
36.85MB
9. Hypothesis Testing/21. Test of Independence.mp4
31.83MB
9. Hypothesis Testing/23. Quiz Solution.mp4
38.8MB
9. Hypothesis Testing/3. Types of Error.mp4
33.87MB
9. Hypothesis Testing/4. P-Value and Level of Significance.mp4
75.74MB
9. Hypothesis Testing/6. Quiz Solution.mp4
52.72MB
9. Hypothesis Testing/7. One Sampled T Test.mp4
69.47MB
9. Hypothesis Testing/8. Two Sampled T Test.mp4
40.22MB
9. Hypothesis Testing/9. Paired Sampled T Test.mp4
43.98MB
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