Data Science Prerequisites - Numpy, Matplotlib, and Pandas in Python

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prerequisites matplotlib science pandas python numpy data

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Files (84)

Chapter 6 Machine Learning Basics

22 files • 398.59 MB

003. Classification in Code.mp4

Chapter 6 Machine Learning Basics/003. Classification in Code.mp4

81 MB

001. Machine Learning Section Introduction.en.srt

Chapter 6 Machine Learning Basics/001. Machine Learning Section Introduction.en.srt

12.77 KB

001. Machine Learning Section Introduction.mp4

Chapter 6 Machine Learning Basics/001. Machine Learning Section Introduction.mp4

33.59 MB

002. What Is Classification.en.srt

Chapter 6 Machine Learning Basics/002. What Is Classification.en.srt

19.38 KB

002. What Is Classification.mp4

Chapter 6 Machine Learning Basics/002. What Is Classification.mp4

49.77 MB

003. Classification in Code.en.srt

Chapter 6 Machine Learning Basics/003. Classification in Code.en.srt

18.91 KB

004. What Is Regression.en.srt

Chapter 6 Machine Learning Basics/004. What Is Regression.en.srt

19.53 KB

004. What Is Regression.mp4

Chapter 6 Machine Learning Basics/004. What Is Regression.mp4

37.88 MB

005. Regression in Code.en.srt

Chapter 6 Machine Learning Basics/005. Regression in Code.en.srt

11.05 KB

005. Regression in Code.mp4

Chapter 6 Machine Learning Basics/005. Regression in Code.mp4

41.5 MB

006. What Is a Feature Vector.en.srt

Chapter 6 Machine Learning Basics/006. What Is a Feature Vector.en.srt

10.5 KB

006. What Is a Feature Vector.mp4

Chapter 6 Machine Learning Basics/006. What Is a Feature Vector.mp4

27.65 MB

007. Machine Learning Is Nothing but Geometry.en.srt

Chapter 6 Machine Learning Basics/007. Machine Learning Is Nothing but Geometry.en.srt

7.06 KB

007. Machine Learning Is Nothing but Geometry.mp4

Chapter 6 Machine Learning Basics/007. Machine Learning Is Nothing but Geometry.mp4

18.05 MB

008. All Data Is the Same.en.srt

Chapter 6 Machine Learning Basics/008. All Data Is the Same.en.srt

8.32 KB

008. All Data Is the Same.mp4

Chapter 6 Machine Learning Basics/008. All Data Is the Same.mp4

19.43 MB

009. Comparing Different Machine Learning Models.en.srt

Chapter 6 Machine Learning Basics/009. Comparing Different Machine Learning Models.en.srt

15.41 KB

009. Comparing Different Machine Learning Models.mp4

Chapter 6 Machine Learning Basics/009. Comparing Different Machine Learning Models.mp4

38.1 MB

010. Machine Learning and Deep Learning Future Topics.en.srt

Chapter 6 Machine Learning Basics/010. Machine Learning and Deep Learning Future Topics.en.srt

9.19 KB

010. Machine Learning and Deep Learning Future Topics.mp4

Chapter 6 Machine Learning Basics/010. Machine Learning and Deep Learning Future Topics.mp4

31.2 MB

011. Machine Learning Section Summary.en.srt

Chapter 6 Machine Learning Basics/011. Machine Learning Section Summary.en.srt

9.12 KB

011. Machine Learning Section Summary.mp4

Chapter 6 Machine Learning Basics/011. Machine Learning Section Summary.mp4

20.3 MB

Chapter 1 Welcome and Logistics

4 files • 59.41 MB

001. Introduction and Outline.mp4

Chapter 1 Welcome and Logistics/001. Introduction and Outline.mp4

43.24 MB

002. Course Resources.en.srt

Chapter 1 Welcome and Logistics/002. Course Resources.en.srt

5.44 KB

002. Course Resources.mp4

Chapter 1 Welcome and Logistics/002. Course Resources.mp4

16.15 MB

001. Introduction and Outline.en.srt

Chapter 1 Welcome and Logistics/001. Introduction and Outline.en.srt

13.04 KB

Chapter 2 NumPy

20 files • 249.3 MB

001. NumPy Section Introduction.en.srt

Chapter 2 NumPy/001. NumPy Section Introduction.en.srt

9.04 KB

001. NumPy Section Introduction.mp4

Chapter 2 NumPy/001. NumPy Section Introduction.mp4

17.77 MB

002. Arrays Versus Lists.en.srt

Chapter 2 NumPy/002. Arrays Versus Lists.en.srt

16.55 KB

002. Arrays Versus Lists.mp4

Chapter 2 NumPy/002. Arrays Versus Lists.mp4

37.93 MB

003. Dot Product.en.srt

Chapter 2 NumPy/003. Dot Product.en.srt

7.84 KB

003. Dot Product.mp4

Chapter 2 NumPy/003. Dot Product.mp4

21.33 MB

004. Speed Test.en.srt

Chapter 2 NumPy/004. Speed Test.en.srt

4.19 KB

004. Speed Test.mp4

Chapter 2 NumPy/004. Speed Test.mp4

13.52 MB

005. Matrices.en.srt

Chapter 2 NumPy/005. Matrices.en.srt

18.32 KB

005. Matrices.mp4

Chapter 2 NumPy/005. Matrices.mp4

42.73 MB

006. Solving Linear Systems.en.srt

Chapter 2 NumPy/006. Solving Linear Systems.en.srt

4.38 KB

006. Solving Linear Systems.mp4

Chapter 2 NumPy/006. Solving Linear Systems.mp4

13.62 MB

007. Generating Data.en.srt

Chapter 2 NumPy/007. Generating Data.en.srt

19.9 KB

007. Generating Data.mp4

Chapter 2 NumPy/007. Generating Data.mp4

47.79 MB

008. NumPy Exercise.en.srt

Chapter 2 NumPy/008. NumPy Exercise.en.srt

1.27 KB

008. NumPy Exercise.mp4

Chapter 2 NumPy/008. NumPy Exercise.mp4

5.98 MB

009. Where to Learn More NumPy.en.srt

Chapter 2 NumPy/009. Where to Learn More NumPy.en.srt

11.65 KB

009. Where to Learn More NumPy.mp4

Chapter 2 NumPy/009. Where to Learn More NumPy.mp4

31.18 MB

010. Suggestion Box.en.srt

Chapter 2 NumPy/010. Suggestion Box.en.srt

5.4 KB

010. Suggestion Box.mp4

Chapter 2 NumPy/010. Suggestion Box.mp4

17.35 MB

Chapter 3 Matplotlib

14 files • 145.11 MB

001. Matplotlib Section Introduction.en.srt

Chapter 3 Matplotlib/001. Matplotlib Section Introduction.en.srt

4.42 KB

001. Matplotlib Section Introduction.mp4

Chapter 3 Matplotlib/001. Matplotlib Section Introduction.mp4

13.59 MB

002. Line Chart.en.srt

Chapter 3 Matplotlib/002. Line Chart.en.srt

4.03 KB

002. Line Chart.mp4

Chapter 3 Matplotlib/002. Line Chart.mp4

13.64 MB

003. Scatterplot.en.srt

Chapter 3 Matplotlib/003. Scatterplot.en.srt

5.54 KB

003. Scatterplot.mp4

Chapter 3 Matplotlib/003. Scatterplot.mp4

15.38 MB

004. Histogram.en.srt

Chapter 3 Matplotlib/004. Histogram.en.srt

2.58 KB

004. Histogram.mp4

Chapter 3 Matplotlib/004. Histogram.mp4

10.1 MB

005. Plotting Images.en.srt

Chapter 3 Matplotlib/005. Plotting Images.en.srt

9.7 KB

005. Plotting Images.mp4

Chapter 3 Matplotlib/005. Plotting Images.mp4

27.73 MB

006. Matplotlib Exercise.en.srt

Chapter 3 Matplotlib/006. Matplotlib Exercise.en.srt

2.63 KB

006. Matplotlib Exercise.mp4

Chapter 3 Matplotlib/006. Matplotlib Exercise.mp4

11.37 MB

007. Where to Learn More Matplotlib.en.srt

Chapter 3 Matplotlib/007. Where to Learn More Matplotlib.en.srt

20.2 KB

007. Where to Learn More Matplotlib.mp4

Chapter 3 Matplotlib/007. Where to Learn More Matplotlib.mp4

53.25 MB

Chapter 4 Pandas

14 files • 115.57 MB

001. Pandas Section Introduction.en.srt

Chapter 4 Pandas/001. Pandas Section Introduction.en.srt

1.99 KB

001. Pandas Section Introduction.mp4

Chapter 4 Pandas/001. Pandas Section Introduction.mp4

7.8 MB

002. Loading in Data.en.srt

Chapter 4 Pandas/002. Loading in Data.en.srt

4.41 KB

002. Loading in Data.mp4

Chapter 4 Pandas/002. Loading in Data.mp4

18.69 MB

003. Selecting Rows and Columns.en.srt

Chapter 4 Pandas/003. Selecting Rows and Columns.en.srt

11.39 KB

003. Selecting Rows and Columns.mp4

Chapter 4 Pandas/003. Selecting Rows and Columns.mp4

33.98 MB

004. The apply() Function.en.srt

Chapter 4 Pandas/004. The apply() Function.en.srt

3.09 KB

004. The apply() Function.mp4

Chapter 4 Pandas/004. The apply() Function.mp4

10.55 MB

005. Plotting with Pandas.en.srt

Chapter 4 Pandas/005. Plotting with Pandas.en.srt

2.93 KB

005. Plotting with Pandas.mp4

Chapter 4 Pandas/005. Plotting with Pandas.mp4

11.37 MB

006. Pandas Exercise.en.srt

Chapter 4 Pandas/006. Pandas Exercise.en.srt

3.34 KB

006. Pandas Exercise.mp4

Chapter 4 Pandas/006. Pandas Exercise.mp4

12.86 MB

007. Where to Learn More Pandas.en.srt

Chapter 4 Pandas/007. Where to Learn More Pandas.en.srt

6.73 KB

007. Where to Learn More Pandas.mp4

Chapter 4 Pandas/007. Where to Learn More Pandas.mp4

20.28 MB

Chapter 5 SciPy

10 files • 74.05 MB

001. SciPy Section Introduction.en.srt

Chapter 5 SciPy/001. SciPy Section Introduction.en.srt

2.04 KB

001. SciPy Section Introduction.mp4

Chapter 5 SciPy/001. SciPy Section Introduction.mp4

8.5 MB

002. PDF and CDF.en.srt

Chapter 5 SciPy/002. PDF and CDF.en.srt

3.3 KB

002. PDF and CDF.mp4

Chapter 5 SciPy/002. PDF and CDF.mp4

12.16 MB

003. Convolution.en.srt

Chapter 5 SciPy/003. Convolution.en.srt

4.85 KB

003. Convolution.mp4

Chapter 5 SciPy/003. Convolution.mp4

17.26 MB

004. SciPy Exercise.en.srt

Chapter 5 SciPy/004. SciPy Exercise.en.srt

1.52 KB

004. SciPy Exercise.mp4

Chapter 5 SciPy/004. SciPy Exercise.mp4

7.81 MB

005. Where to Learn More SciPy.en.srt

Chapter 5 SciPy/005. Where to Learn More SciPy.en.srt

11.37 KB

005. Where to Learn More SciPy.mp4

Chapter 5 SciPy/005. Where to Learn More SciPy.mp4

28.3 MB

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