Decision Tree can be used for implementing regression as well as classification models, however , Linear Regression can be used for regression problem only. Decision tree can be used for regression, even when there is non linear relationships between the features and the output variable. However, Linear Regression works really nicely when there is linear relationship … Continue reading Decision Tree vs Linear Regression
Author: BotBark
Handling missing data in pandas data frame python
In this post we are going to discuss how to handle missing data from a pandas data frame. Find total number of missing data in the data frame missing_total = df.isnull().sum().sum() Find number of missing data in each column in a data frame missing_per_column = df.isnull().sum() Investigate patterns in the amount of missing data in … Continue reading Handling missing data in pandas data frame python
Using torchvision transforms for data augmentation
Transforms are common image transformations. torchvision transforms are used to augment the data with scaling, rotations, mirroring, cropping etc. Transforms are common image transformations. Let us create some possible transforms like RandomRotation , Resize, RandomResizedCrop etc. Below is the code to use transforms for the training, validation, and testing sets transforms.Compose([transforms.Resize(224),transforms.CenterCrop(64),transforms.ToTensor()]) Most neural networks expect the … Continue reading Using torchvision transforms for data augmentation
int object is not iterable Error
If your code is like below count = 100 for number in count: This will give you error like.. int object is not iterable. In Python, the thing you pass to a for statement needs to be some kind of iterable object. The variable count here is a number which is not iterable. You should … Continue reading int object is not iterable Error
Visualize or Print Random Forest Algorithm Model
As a machine learning engineer you may have created the Random Forest Algorithm Model, but have you ever tried to visualize it. If not , this is the post for you. In this post we will learn how to Visualize or Print Random Forest Algorithm Model in Jupyter notebook. Let us import the required library: … Continue reading Visualize or Print Random Forest Algorithm Model
Random Forest Classification in Python in 10 Lines
Random Forest algorithm is like an ensemble algorithm made of Decision Trees, which comprises more than one decision tree to create a model. It creates more than one tree like conditional control statements to create its model hence it is named as Random Forest. Random Forest machine learning algorithm can be used to solve both … Continue reading Random Forest Classification in Python in 10 Lines
Random Forest Regression in Python in 10 Lines
Random Forest algorithm is like Decision Tree, which comprises more than one decision tree to create a model. Random Forest algorithm is an ensemble method. It creates more than one tree like conditional control statements to create its model hence it is named as Random Forest. Random Forest machine learning algorithm can be used to … Continue reading Random Forest Regression in Python in 10 Lines
Visualize or Print Decision Tree Algorithm Model
As a machine learning engineer you may have created the Decision Tree Model, but have you ever tried to visualize it. If not , this is the post for you. In this post we will learn how to Visualize or Print Decision Tree Model in Jupyter notebook. Let us import the required library: from IPython.display … Continue reading Visualize or Print Decision Tree Algorithm Model
Decision Tree Classification in Python in 10 lines
Decision tree machine learning algorithm can be used to solve not only regression but also classification problems. This algorithm creates a tree like conditional control statements to create its model hence it is named as decision tree. In this post we will be implementing a simple decision tree classification model using python and sklearn. First … Continue reading Decision Tree Classification in Python in 10 lines
Decision Tree Regression in Python in 10 lines
Decision Tree Regression Model Visualization