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In this course, you will :
- Numpy, Scipy, Pandas, and Matplotlib fundamental operations
- Manipulation of vectors, matrices, and tensors.
- Data visualisation.
- DataFrames can be read, written, and manipulated.
Syllabus :
1. Numpy
- Numpy Section Introduction
- Arrays vs Lists
- Dot Product
- Speed Test
- Matrices
- Solving Linear Systems
- Generating Data
2. Matplotlib
- Matplotlib Section Introduction
- Line Chart
- Scatterplot
- Histogram
- Plotting Images
3. Pandas
- Pandas Section Introduction
- Loading in Data
- Selecting Rows and Columns
- The apply() Function
- Plotting with Pandas
4. Scipy
- Scipy Section Introduction
- PDF and CDF
- Convolution
