Download Udemy - Python for Data Science - The Complete Data Science Bootcamp Torrent

Torrent Contents Size: 3 GB

Udemy - Python for Data Science - The Complete Data Science Bootcamp

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1 - Introduction to Data Science and Python

1. What is Data Science.mp4

MP4

31.2 MB

2 - Python Fundamentals for Data Science

3 - Working with Data Using Pandas

10. Introduction to Pandas Series and DataFrames.mp4

MP4

81.3 MB

11. Reading & Writing Data (CSV Excel JSON).mp4

MP4

79.7 MB

12. Data Cleaning & Preprocessing.mp4

MP4

117 MB

13. Handling Missing Values & Duplicates.mp4

MP4

110.7 MB

14. Data Transformation & Feature Engineering.mp4

MP4

109.2 MB

15. Grouping Sorting and Aggregating Data.mp4

MP4

80.3 MB

4 - Numerical Computing with NumPy

16. Arrays vs Lists.mp4

MP4

64.6 MB

17. Creating Indexing and Slicing Arrays.mp4

MP4

50.3 MB

18. Mathematical Operations with NumPy.mp4

MP4

86.9 MB

19. Broadcasting and Vectorization.mp4

MP4

49.5 MB

20. Useful NumPy Functions for Data Science.mp4

MP4

96.5 MB

5 - Data Visualization

21. Introduction to Data Visualization.mp4

MP4

59.8 MB

22. Plotting with Matplotlib.mp4

MP4

102.1 MB

23. Customizing Charts (Colors Labels Legends).mp4

MP4

87.8 MB

24. Advanced Charts Heatmaps Pairplots and Violin Plots.mp4

MP4

91.4 MB

25. Interactive Visualizations (optional Plotly Altair).mp4

MP4

57.7 MB

6 - Exploratory Data Analysis (EDA)

26. What is EDA.mp4

MP4

53 MB

27. Identifying Patterns Outliers & Trends.mp4

MP4

53.8 MB

28. Descriptive Statistics.mp4

MP4

72.1 MB

29. Correlation Analysis.mp4

MP4

47.1 MB

30. Using Pandas Profiling & Sweetviz (Optional).mp4

MP4

63.9 MB

7 - Introduction to Statistics for Data Science

31. Mean Median Mode Variance Standard Deviation.mp4

MP4

55.3 MB

32. Probability Concepts.mp4

MP4

43.9 MB

33. Hypothesis Testing.mp4

MP4

41.4 MB

34. Confidence Intervals.mp4

MP4

48.5 MB

35. Linear Regression Intuition.mp4

MP4

90.4 MB

8 - Machine Learning with Scikit Learn

36. What is Machine Learning.mp4

MP4

38.7 MB

37. Supervised vs Unsupervised Learning.mp4

MP4

72.9 MB

38. ML Workflow (Prepare Train Evaluate Tune).mp4

MP4

77.2 MB

39. Regression Algorithms Linear Ridge Lasso.mp4

MP4

108.8 MB

40. Classification Algorithms Logistic Regression KNN Decision Trees.mp4

MP4

105.6 MB

41. Clustering K Means.mp4

MP4

40.2 MB

9 - Advanced Topics (Optional Bonus)

42. Introduction to Time Series Analysis.mp4	MP4	85.6 MB
43. Intro to Deep Learning with TensorFlow Keras.mp4	MP4	73.2 MB
44. Working with Big Data (Intro to PySpark).mp4	MP4	83.3 MB

5. Variables Data Types and Operators.mp4

MP4

64.4 MB

6. Control Flow Conditionals and Loops.mp4

MP4

74.2 MB

7. Functions and Scope.mp4

MP4

62.7 MB

8. Working with Modules and Packages.mp4

MP4

81.1 MB

9. Error Handling and Assertions.mp4

MP4

108.7 MB

2. Why Python for Data Science.mp4

MP4

37.9 MB

3. Introduction to Jupyter Notebooks.mp4

MP4

11.9 MB

4. First Python Script “Hello Data ”.mp4

MP4

58.1 MB

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Udemy - Python for Data Science - The Complete Data Science Bootcamp

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