| Topic |
Description |
| NumPy HOME |
Introduction to NumPy and overview of the course content |
| NumPy Intro |
Learn what NumPy is and its key features |
| NumPy Getting Started |
Set up and get started with NumPy |
| NumPy Creating Arrays |
Learn how to create arrays in NumPy |
| NumPy Array Indexing |
Access elements in NumPy arrays |
| NumPy Array Slicing |
Slice arrays to get subsets of data |
| NumPy Data Types |
Work with different data types in NumPy |
| NumPy Copy vs View |
Understand the difference between copies and views |
| NumPy Array Shape |
Explore the shape of arrays |
| NumPy Array Reshape |
Change the shape of arrays |
| NumPy Array Iterating |
Iterate through elements in arrays |
| NumPy Array Join |
Join multiple arrays into one |
| NumPy Array Split |
Split arrays into multiple sub-arrays |
| NumPy Array Search |
Search for elements in arrays |
| NumPy Array Sort |
Sort elements in arrays |
| NumPy Array Filter |
Filter elements based on conditions |
| Random Intro |
Learn about generating random data |
| Data Distribution |
Understand different data distributions |
| Random Permutation |
Shuffle data with permutations |
| Seaborn Module |
Visualize data distributions with Seaborn |
| Normal Distribution |
Generate data using normal distribution |
| Binomial Distribution |
Work with binomial distributions |
| Poisson Distribution |
Generate data with Poisson distribution |
| Uniform Distribution |
Learn about uniform distribution |
| Logistic Distribution |
Work with logistic distributions |
| Multinomial Distribution |
Learn about multinomial distribution |
| Exponential Distribution |
Generate data using exponential distribution |
| Chi Square Distribution |
Work with Chi Square distribution |
| Rayleigh Distribution |
Learn about Rayleigh distribution |
| Pareto Distribution |
Generate data with Pareto distribution |
| Zipf Distribution |
Work with Zipf distribution |
| ufunc Intro |
Introduction to universal functions |
| ufunc Create Function |
Create custom universal functions |
| ufunc Simple Arithmetic |
Perform arithmetic operations |
| ufunc Rounding Decimals |
Round decimal values |
| ufunc Logs |
Calculate logarithms |
| ufunc Summations |
Perform summations of elements |
| ufunc Products |
Calculate products of elements |
| ufunc Differences |
Find differences between elements |
| ufunc Finding LCM |
Find the least common multiple |
| ufunc Finding GCD |
Find the greatest common divisor |
| ufunc Trigonometric |
Perform trigonometric operations |
| ufunc Hyperbolic |
Work with hyperbolic functions |
| ufunc Set Operations |
Perform set operations on arrays |