Notebooks

5 rows × 100 columns

Introduction To Matplotlib

5 rows × 25 columns

 

64 rows × 2 columns

 

import pandas as pd
import numpy as np


num_rows = 10
department = np.random.choice(['HR', 'IT', 'Finance','Sales'], num_rows)
department
array(['Sales', 'IT', 'HR'…
 

import ipywidgets
print(ipywidgets.__version__)
8.1.5

Cumulative Distribution Function (CDF)

ML 
import matplotlib.pyplot as plt
import numpy as np
print(np.__version__)
import torch 
import torch.nn as nn

import pandas as pd
# Retina mode
%matplotlib inline
%config…
Mar 5, 2025
Nipun Batra

PDF of some common continuous random variables and applications

ML
Let \(X\) be a random variable that follows a normal distribution with mean \(\mu\) and variance \(\sigma^2\). The probability density function (PDF) of \(X\) is given by:
Feb 17, 2025
Nipun Batra

PMF and some common discrete distributions

ML
Let \(X\) be a Bernoulli random variable. \(X\) can take on one of two values, 0 or 1, with probabilities \(1-p\) and \(p\), respectively.
Feb 11, 2025
Nipun Batra

CDF for discrete random variables

ML 
import matplotlib.pyplot as plt
import numpy as np
import torch 
import torch.nn as nn

import pandas as pd
# Retina mode
%matplotlib inline
%config…
Feb 10, 2025
Nipun Batra

PMF and their applications

ML 
import matplotlib.pyplot as plt
import numpy as np
import torch 
import torch.nn as nn

import pandas as pd
# Retina mode
%matplotlib inline
%config…
Feb 10, 2025
Nipun Batra

Introduction to Pandas

## 1. Introduction
Jan 13, 2025
Nipun Batra, Shreyans Jain, Guntas Singh Saran

Introduction to NumPy

Why not use Python lists instead of NumPy arrays?
Jan 7, 2025
Nipun Batra, Shreyans Jain

Inroduction

ML 
import matplotlib.pyplot as plt
import numpy as np
import torch 
import pandas as pd
# Retina mode
%matplotlib inline
%config InlineBackend.figure_format = 'retina'
Jan 5, 2025
Nipun Batra

Set

ML 
import matplotlib.pyplot as plt
import numpy as np
import torch 
import pandas as pd
# Retina mode
%matplotlib inline
%config InlineBackend.figure_format = 'retina'
Dec 7, 2024
Nipun Batra

Random Variables

ML 
import matplotlib.pyplot as plt
import numpy as np
import torch 
import pandas as pd
# Retina mode
%matplotlib inline
%config InlineBackend.figure_format = 'retina'
Dec 5, 2024
Nipun Batra
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