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Machine Learning

Step-by-Step Guide to Support Vector Machines with Hands-On Exercise

When we talk about classification problems, the basic machine learning model that we would generally prefer is logistic regression. It is simple to implement and performs well on large datasets.…

1 Comment
November 17, 2024
Step-by-Step Guide to Support Vector Machines with Hands-On Exercise
Python

My First Python App is Here! Meet the Productivity Tracker to Monitor Your Progress

There are days when we just do not want to do anything except lie down in bed all day. There are also days when we are completely on fire and…

0 Comments
October 31, 2024
My First Python App is Here! Meet the Productivity Tracker to Monitor Your Progress
100 Days of C++ / C/C++

3/100 Days of C++: Linking a Library in C++

A major project can consist of thousands of lines of code with several other libraries that are used as dependencies. The code, however, does not magically know the existence of…

0 Comments
October 24, 2024
3/100 Days of C++: Linking a Library in C++
Machine Learning

5 Things You Need to Know About YOLOv11

YOLO (You Only Look Once) has long been a popular machine learning model for real-time object detection, offering an impressive balance between speed and accuracy. Since its existence, the model…

0 Comments
October 13, 2024
5 Things You Need to Know About YOLOv11
Machine Learning

Understanding Regularization in Machine Learning: Ridge, Lasso, and Elastic Net

A machine learning model learns over the data it is trained and should be able to generalize well over it. When a new data sample is introduced, the model should…

1 Comment
September 26, 2024
Understanding Regularization in Machine Learning: Ridge, Lasso, and Elastic Net
Machine Learning

Choosing the Right Gradient Descent: Batch vs Stochastic vs Mini-Batch Explained

In my previous post on gradient descent, I explained briefly what gradient descent means and what mathematical idea it holds. A basic gradient descent algorithm involves calculating derivatives of the…

0 Comments
September 16, 2024
Choosing the Right Gradient Descent: Batch vs Stochastic vs Mini-Batch Explained
Machine Learning

Boosting MNIST Accuracy with KNeighborsClassifier: Hyperparameter Tuning and Image Data Augmentation Techniques

In my previous blog on "Build your *FIRST* Machine Learning using Python", I mentioned that a general flow in a machine learning project involves importing the data, splitting it into…

1 Comment
September 1, 2024
Boosting MNIST Accuracy with KNeighborsClassifier: Hyperparameter Tuning and Image Data Augmentation Techniques
Machine Learning

MSE vs RMSE: Which is the Right Error Metric for Machine Learning?

When entering into the world of machine learning, one of the first concepts you encounter is error metrics or cost functions. These metrics help us understand the model performance by…

0 Comments
August 25, 2024
MSE vs RMSE: Which is the Right Error Metric for Machine Learning?
ROS

How to Create a Header File in ROS Package?

It is not until you work on an important project that you realize the importance of small things in programming. For me, it is the header file in C++. "Why…

0 Comments
August 20, 2024
How to Create a Header File in ROS Package?
Machine Learning

Precision-Recall vs. ROC AUC Curve: Choosing the Right Metric for Your Machine Learning Model

In the previous blog on Confusion Matrix 101: Understanding Precision and Recall for Machine Learning Beginners, we understood the meaning of precision and recall which are important metrics while building…

0 Comments
July 15, 2024
Precision-Recall vs. ROC AUC Curve: Choosing the Right Metric for Your Machine Learning Model
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