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Statistical Analysis in Data Science Project

Akshay Tekam Jul 29, 2024 1 Comments

Statistical analysis provides essential techniques for understanding, interpreting, and making decisions based on data. It involves showing numerical statistics and some visualization data analysis. In this article, we'll delve into…

Programming

Cat and Dog Classification using CNN

Akshay Tekam Apr 18, 2024 0 Comments

This tutorial focuses on developing a system designed to identify images of cats and dogs using CNN. It involves analyzing various images containing cats and dogs to predict which animal…

Programming

Understanding L2 Regularization in Artificial Neural Networks (ANN)

Akshay Tekam Apr 13, 2024 0 Comments

In this article, we'll take a look at L2 Regularization in Artificial Neural Networks (ANN) with code using tensorflow library. Using this regularization technique, we can resolve the issues like…

Programming

Predicting Graduate Admissions with Artificial Neural Networks

Akshay Tekam Apr 5, 2024 0 Comments

In this article, we'll look at Graduate Admissions problem and try to solve it with Artificial Neural Networks. As this is a regression problem, we'll mostly deal with numerical data.…

Programming

Handwritten Digit Classification with Artificial Neural Networks Using the MNIST Dataset

Akshay Tekam Apr 4, 2024 2 Comments

This handwritten digit classification task makes use of neural networks (ANN) to create a model on MNIST dataset to recognize digits from 0 to 9. In this article we'll make…

Programming

Predicting Customer Churn with Artificial Neural Networks (ANN)

Akshay Tekam Apr 4, 2024 0 Comments

In this article, we'll explore how ANN can be used to forecast customer churn of a bank for credit card in a simple and understandable way. We we'll also see…

Programming

Hyperparameter Tuning Random Forest Using Grid Search CV and Randomized Search CV

Akshay Tekam Apr 1, 2024 0 Comments

Hyperparameter tuning is a critical step in optimizing machine learning models for better performance. In this article, we'll explore hyperparameter tuning techniques, specifically GridSearchCV and RandomizedSearchCV, applied to the Random…

Programming

All Essential Metrics of Scikit-learn Used In Machine Learning

Akshay Tekam Mar 18, 2024 0 Comments

Scikit-learn (sklearn) is a popular machine learning library in Python that provides a wide range of tools for building and evaluating machine learning models. Sklearn includes several metrics for evaluating…

Programming

Pickling and Unpickling in Data Analysis Using Python

Akshay Tekam Feb 28, 2024 0 Comments

In python, Pickling and Unpickling are processes used for serializing and deserializing the objects, respectively. These processes are commonly used in data analysis and machine learning tasks to save and…

Programming

Python For Data Science Cheat Sheet

Akshay Tekam Feb 23, 2024 0 Comments

Creating a comprehensive Python cheat sheet is a bit extensive, but I can provide you with a condensed version covering various aspects of Python. https://www.youtube.com/watch?v=zh2EZbzTQ1Y Refer my YouTube video Overview…

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