DEV Community: Mohammed Afthab

EEG-Driven-Emotion-Detection-and-Classification

Mohammed Afthab — Wed, 25 Oct 2023 10:56:00 +0000

Github Link : https://github.com/MohammedAfthab18/EEG-Driven-Emotion-Detection-and-Classification

Website :https://colab.research.google.com/github/MohammedAfthab18/validation/blob/master/EEG_Final_Project.ipynb

A project that uses EEG data to classify human emotions using machine learning techniques.
In this study, we aim to leverage the power of deep learning in analyzing the sentiment of financial news articles. We employ three distinct deep learning architectures and evaluate their performance rigorously:

Long Short-Term Memory (LSTM): A well-known recurrent neural network (RNN) variant, LSTM, is designed to capture long-range dependencies in sequences. We train an LSTM-based model to comprehend the sequential nature of financial news data and determine its sentiment.

Gated Recurrent Unit (GRU): Another RNN variant, the Gated Recurrent Unit (GRU), has shown promise in handling sequential data. We employ GRU to compare its performance with LSTM in sentiment analysis.

Deep Neural Network (DNN): In addition to recurrent architectures, we explore the capabilities of a Deep Neural Network, which is not inherently sequential. By designing a multi-layer DNN, we aim to assess whether it can yield competitive results in sentiment classification

Cheerful Modal Window

Mohammed Afthab — Tue, 29 Aug 2023 18:51:37 +0000

This project showcases a modal window component designed to uplift and encourage users when they're feeling down. It features three different modal windows, each with a unique message of positivity and hope.
This project was inspired by the desire to spread positivity and encouragement to those who might be feeling down. It's a small gesture with the hope of brightening someone's day.

Guess My number

Mohammed Afthab — Sun, 27 Aug 2023 13:28:39 +0000

Hey Dev.to community! 👋 I'm excited to share a fun and interactive project I've been working on: the Guess My Number Game. In this post, I'll give you a sneak peek into the game and show you how to play it. Let's dive right in!

About the Project
The Guess My Number Game is a simple yet engaging game built using JavaScript and DOM manipulation. It's a great way to practice your programming skills while having fun at the same time! The game randomly selects a secret number between 1 and 20, and your goal is to guess that number within a limited number of attempts.

How to Play
Playing the game is a breeze:

The computer selects a secret number between 1 and 20.
You input your guess in the provided field.
After each guess, you'll receive a hint about whether your guess is too high or too low.
Keep guessing until you get it right or run out of attempts.
Features
🔢 Number Guessing: Put your intuition to the test by guessing the secret number.

💡 Hints: Receive helpful hints after each guess to guide you towards the correct answer.

🎉 Winning: Celebrate when you guess the correct number and see if you can beat your highscore!

How to Play
Clone the repository to your local machine:

git clone https://github.com/MohammedAfthab18/guess-my-number.git