Build AI Models on Your Laptop
100% Free • No GPU Required • ISL Optimized for 16GB RAM
Learn to build neural networks, transformers, and deploy AI applications
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The ISL Advantage
As capability ↑, resources ↓
Learn to build AI models that are 4x smaller,
3x faster, and cost
$0 to run on your laptop.
🚀
Fast Training
Optimize for speed
💾
Small Models
4x compression
💰
Zero Cost
No cloud needed
🎓
Deep Learning
Build from scratch
📚 Course Modules
8 comprehensive modules taking you from AI basics to deployment. Each module includes hands-on projects, quizzes, and real-world applications.
Module 1
Beginner
Foundations of AI
Learn AI basics, ISL principles, and efficient Python programming. Build your first optimized AI model.
⏱️ Duration: 2 weeks
🛠️ Projects: 3 hands-on
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Module 2
Beginner
Classical Machine Learning
Build regression, decision trees, and clustering algorithms from scratch. Understand the math behind ML.
⏱️ Duration: 2 weeks
🛠️ Projects: 3 hands-on
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Module 3
Intermediate
Neural Networks
Build your own neural network library. Understand backpropagation deeply and train on MNIST.
⏱️ Duration: 2 weeks
🛠️ Projects: 3 hands-on
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Module 4
Intermediate
Modern Architectures
Master CNNs for images, RNNs for sequences, and Transformers with attention mechanisms.
⏱️ Duration: 3 weeks
🛠️ Projects: 3 hands-on
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Module 5
Advanced
Building Your Own ChatGPT
Create language models from scratch. Build tokenizers, Word2Vec, and a mini-GPT that generates text.
⏱️ Duration: 2 weeks
🛠️ Projects: 3 hands-on
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Module 6
Advanced
Advanced Computer Vision
Build ResNets, object detectors, and vision transformers. Master data augmentation techniques.
⏱️ Duration: 2 weeks
🛠️ Projects: 3 hands-on
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Module 7
Advanced
Training Optimization
Professional techniques: learning rate scheduling, mixed precision, hyperparameter tuning.
⏱️ Duration: 1 week
🛠️ Projects: 3 hands-on
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Module 8
Intermediate
Deploy Your AI
Turn models into real applications with web APIs, interfaces, and Docker deployment.
⏱️ Duration: 2 weeks
🛠️ Projects: 4 hands-on
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🎨 What You’ll Build
By the end of this course, your portfolio will include:
🏠
House Price Predictor
ML regression model with web interface
🖼️
Image Classifier
CNN that recognizes objects in photos
💬
Mini-ChatGPT
Text generation model trained from scratch
🎯
Object Detector
YOLO-style detector for real-time video
🎯 Learning Outcomes
🧠
Understand
How AI models work at a fundamental level
🛠️
Build
Neural networks and transformers from scratch
⚡
Optimize
Models for speed and memory efficiency
🚀
Deploy
AI applications as production web services
Ready to Start Your AI Journey?
Join thousands of students learning to build AI models from scratch