Aliens School
Cinematic Knowledge Experience
0%
Aliens School
Now Playing
Aliens School ยท HIEN
โŒจ๏ธ Keyboard Shortcuts
โ†’Next slide โ†Previous slide SpacePlay / Pause MNarration on/off FFullscreen ?Show/hide this
Press any key to close
Skill Topic ยท Cinematic

๐Ÿง  TensorFlow.js โ€” Google Ka ML Power Browser Me!

W3Schools AI Tutorial โ€” Hinglish me! TensorFlow.js = Machine Learning directly JavaScript me, noโ€ฆ

Overview
๐ŸŒŸ

๐Ÿง  TensorFlow.js โ€” Google Ka ML Power Browser Me! โ€” Quick Facts

๐Ÿ“Œ

Feature: Benefit

๐ŸŽฏ

Browser me chale: No server needed, privacyโ€ฆ

โšก

GPU support: WebGL se fast computation

๐Ÿ”‘

Pre-trained models: Ready-to-use models available

Topic 1
๐Ÿ“Š

๐Ÿ“Œ TensorFlow.js Kya Hai?

๐Ÿ“Š TensorFlow.js Google ka open-source ML library hai jo JavaScript me kaam karta hai โ€”โ€ฆ
Topic 2
๐Ÿ”ฌ ๐Ÿ“Š ๐Ÿ”ฌ

๐Ÿ› ๏ธ Setup

๐Ÿ”ฌ CDN (Simplest): `html <scriptโ€ฆ
Topic 3
๐Ÿ”’

๐Ÿ”ข Tensors โ€” ML Ka Building Block

๐Ÿ“ˆ Tensor = Multi-dimensional array (numbers ka container). ` Scalar (0D tensor): 5 Vectorโ€ฆ
Topic 4
๐Ÿงฎ

โšก Tensor Operations

๐Ÿงฎ Basic Math: `javascript let a = tf.tensor1d([1, 2, 3]); let b = tf.tensor1d([4, 5, 6]);โ€ฆ
Topic 5
๐ŸŽฒ

๐Ÿ—๏ธ Model Banana โ€” Sequential API

๐ŸŽฒ Simple Linear Model: y = 2x - 1 `javascript async function trainLinearModel() { // 1.โ€ฆ
Topic 6
๐Ÿ” ๐Ÿ“Š ๐Ÿ”ฌ

๐Ÿงฉ Neural Network Model

๐Ÿ” XOR Problem: `javascript async function trainXOR() { const model = tf.sequential(); //โ€ฆ
Topic 7
๐Ÿ”’

๐Ÿ  Real-World Example: House Price Predictor

๐Ÿค– `html <!DOCTYPE html> <html> <head> <scriptโ€ฆ
Topic 8
โš™๏ธ

๐Ÿ”ง Important Concepts

โš™๏ธ Optimizer Types: | Optimizer | Use Case | Speed | |-----------|----------|-------| | SGDโ€ฆ
Topic 9
๐Ÿ“ฅ ๐Ÿ“ฅ ๐Ÿง  ๐Ÿ”ฌ ๐Ÿ’ก ๐ŸŽฏ

๐Ÿ’พ Model Save/Load

๐Ÿ“Š `javascript // Save model async function saveModel(model) { // LocalStorage (browser)โ€ฆ
Topic 10
๐Ÿ“ฅ โš™๏ธ ๐Ÿ”ฌ ๐Ÿ’ก

๐Ÿงน Memory Management

๐Ÿ”ฌ TensorFlow.js GPU memory use karta hai โ€” cleanup zaroori hai! `javascript // Method 1:โ€ฆ
Topic 11
๐Ÿ“ˆ

๐Ÿงช Quick Quiz!

๐Ÿ“ˆ 1. TensorFlow.js kahan run hota hai? > Answer: Browser (WebGL) aur Node.js dono me! โœ… 2.โ€ฆ
Topic 12
๐Ÿงฎ

๐Ÿ“ Summary

๐Ÿงฎ | Concept | Description | |---------|-------------| | TensorFlow.js | Browser/Node me MLโ€ฆ
Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 1

๐Ÿง  TensorFlow.js โ€” Google Ka ML Power Browser Me! ka sabse sahi definition kya hai?

Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 2

๐Ÿง  TensorFlow.js โ€” Google Ka ML Power Browser Me! ka 'Browser me chale' kya hai?

Complete! ๐ŸŽ‰
COMPLETE

๐Ÿง  TensorFlow.js โ€” Google Ka ML Power Browser Me! Complete!

Aliens School ยท HIEN ยท Cinematic Knowledge

โœ…

๐Ÿง  TensorFlow.js โ€” Google Ka ML Power Browser Me! Complete

1/17
0:00
REC 00:00ESC=Cancel
Aliens School
3
Recording shuru hone wali hai...
โœ…
Recording Complete
Video process ho rahi hai...
Live Class
Slide 1 / 7
Timer
00:00
๐Ÿ“ Speaker Notes
โ€”
โญ๏ธ Up Next
โ€”
โ€”
๐Ÿ—‚๏ธ All Slides