THE FUTURE IS HERE

AI Now

Understanding Neural Networks | Class 12 AI 843 | UNIT 6 Artificial Intelligence | One Shot 2025-26

Hi everyone, Hope everyone is doing great 🙂
In this video, I have covered –

💡 Class: 12th
💡 Subject: Artificial Intelligence
💡 Unit: 6
💡 Topic: Understanding Neural Networks
💡 Study Material | Notes | Book | Syllabus:
https://youth-af.com/class/class-12/artificial_intelligence

Complete Class 12th Artificial Intelligence Playlist –
https://youtube.com/playlist?list=PLdFqKUpCmQ8pO60-suP5wWpOMJJnOO_bW&si=ZJXuL5B9wUeaChdY

━━━━━━━━━━━━━━━━━

Sections Covered :-
0:00 – Start
0:00 – Intro to Class 12 AI Unit 6: Understanding Neural Networks
0:44 – Real-life examples of Neural Networks (YouTube, Netflix, Face Unlock, Google Translate)
1:01 – What is a Neural Network? Inspiration from the Human Brain
1:34 – How Biological Neurons Work (Dendrites, Axon, Signal Processing)
2:22 – Artificial vs Biological Neurons
3:02 – Definition of Artificial Neural Networks (ANN)
3:43 – Basic Structure of a Neural Network (Input, Hidden, Output)
4:13 – Input Layer Explained with Examples
5:08 – Hidden Layer and Pattern Detection
5:55 – Output Layer and Final Predictions
6:18 – Components of Neural Networks Overview
6:26 – Artificial Neuron (Basic Building Block)
7:30 – Weights in Neural Networks
8:04 – Bias and Why It Is Needed
8:36 – Activation Functions (ReLU, Sigmoid, Softmax)
9:50 – Connections Between Neurons
10:37 – Working of Neural Networks
10:45 – Forward Propagation (Input → Prediction → Loss)
11:42 – Backpropagation and Error Correction
12:41 – Mathematical Formula of a Neuron
13:55 – Types of Neural Networks Overview
14:02 – Perceptron (Binary Classification)
14:20 – Feedforward Neural Networks / Multi-Layer Perceptrons
14:44 – Convolutional Neural Networks (CNN) for Images
15:11 – Recurrent Neural Networks (RNN) for Sequential Data
15:42 – Real-World Applications of Neural Networks
16:17 – Positive Societal Impacts of AI
16:59 – Economic Impact and Productivity
17:15 – Negative Impacts (Job Loss, Data Privacy, Bias, Deepfakes)
18:05 – Conclusion and Key Takeaways

━━━━━━━━━━━━━━━━━

Connect with me 📱 :-
Instagram : https://www.instagram.com/ayush.poddar/
Twitter (X) : https://x.com/AyushPoddar2003
LinkedIn : https://www.linkedin.com/in/ayushpoddarcodes/
GitHub : https://github.com/Ayush-Poddar-2003
Website : https://www.youth-af.com/

━━━━━━━━━━━━━━━━━

🧠 Resources & Tools I Use:
Mic: https://amzn.to/47SwTYz
Keyboard: https://amzn.to/4qzFsPv
Mouse: https://amzn.to/3JC1IaB
External Monitor: https://amzn.to/3LbZj7f

━━━━━━━━━━━━━━━━━

💼 For Business / Collaboration:
📧 Email : ayushpoddar1603@gmail.com

Support us by SUBSCRIBING 😉
Do Like, Comment & Share our Tutorials 🔔

Thank You ♥️
neural network artificial intelligence class 12, neural networks in artificial intelligence, neural network in artificial intelligence, class 12 artificial intelligence, what is neural network in artificial intelligence, artificial intelligence class 12 syllabus 2025-26, neural networks class 12 computer science fbise, chapter 5 neural networks class 12, classification of artificial neural networks, artificial intelligence class 10th, artificial intelligence class 9th, class 9th artificial intelligence