NumPy Part-4 ||in telugu|| NumPy Tutorial ||Python for beginners

#NumPy #NumPyTutorial #PythonForBeginners #NumPyInTelugu #PythonTutorialTelugu #NumPyBasics #PythonProgramming #PythonNumPy #TeluguPythonTutorial #PythonCodingInTelugu #NumPyPart5 #FinalPartNumPy #PythonLearning #NumPyForBeginners #DataScienceWithPython
====================================================

======================================================

NumPy provides a comprehensive collection of mathematical functions that can be applied to arrays. These functions are designed to operate element-wise on arrays, enabling efficient and concise mathematical operations. Below is a summary of key NumPy mathematical functions:

### Arithmetic Operations

1. **Addition:**
```
```
Adds corresponding elements of `array1` and `array2`.

2. **Subtraction:**
```
```
Subtracts corresponding elements of `array2` from `array1`.

3. **Multiplication:**
```
```
Multiplies corresponding elements of `array1` and `array2`.

4. **Division:**
```
```
Divides corresponding elements of `array1` by `array2`.

### Exponential and Logarithmic Functions

1. **Exponential:**
```
```
Calculates the exponential (e^x) of each element in the array.

2. **Natural Logarithm:**
```
```
Computes the natural logarithm (base e) of each element in the array.

3. **Logarithm Base 10:**
```
```
Computes the logarithm base 10 of each element in the array.

4. **Logarithm Base 2:**
```
```
Computes the logarithm base 2 of each element in the array.

### Power and Root Functions

1. **Power:**
```
```
Raises each element of the array to the specified power.

2. **Square Root:**
```
```
Computes the square root of each element in the array.

### Trigonometric Functions

1. **Sine:**
```
```
Computes the sine of each element (in radians) in the array.

2. **Cosine:**
```
```
Computes the cosine of each element (in radians) in the array.

3. **Tangent:**
```
```
Computes the tangent of each element (in radians) in the array.
### Rounding Functions

1. **Round:**
```
```
Rounds each element to the specified number of decimals.

2. **Floor:**
```
```
Computes the floor of each element (rounds down to the nearest integer).

3. **Ceil:**
```
```
Computes the ceiling of each element (rounds up to the nearest integer).

### Statistical Functions

1. **Sum:**
```
```
Computes the sum of all elements along the specified axis.

2. **Mean:**
```
```
Computes the mean of all elements along the specified axis.

3. **Median:**

```
Computes the median of all elements along the specified axis.

4. **Standard Deviation:**

```
Computes the standard deviation of all elements along the specified axis.

5. **Variance:**

```
Computes the variance of all elements along the specified axis.

### Aggregation Functions

1. **Min:**

```
Computes the minimum value of all elements along the specified axis.

2. **Max:**


Computes the maximum value of all elements along the specified axis.