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EduInt AI School
Deep Learning: Unraveling Complex Patterns
Deep learning has revolutionized AI by enabling machines to process vast amounts of data and uncover complex patterns. This course covers artificial neural networks, CNNs for image recognition, RNNs for sequential data, and the Transformer architecture that powers ChatGPT and Claude.
Intermediate 1h 59m 10 lessons 10 videos 2 quizzes
DA
Dr. Aminul Islam
AI Researcher, EduInt BD
FREE
100% Free Course
10 Lessons
1h 59m
Intermediate
Certificate
Open to All
What You'll Learn
Understand how artificial neural networks learn through backpropagation
Master gradient descent and optimization techniques
Build intuition for CNNs (image recognition) and RNNs (sequences)
Understand the Transformer architecture behind modern LLMs
Recognize limitations: overfitting, interpretability, computational cost
Course Curriculum
10 lessons · 1h 59m
1
Introduction to Deep Learning
Video5 min
2
Artificial Neural Networks: Mimicking the Brain
Video15 min
3
How Networks Learn: Backpropagation
Video12 min
4
Gradient Descent: The Mountain Climber
Video10 min
5
CNNs: Image Recognition & Computer Vision
Video12 min
6
RNNs & LSTMs: Sequential Data Processing
Video10 min
7
Transformers: The Architecture Behind LLMs
Video15 min
8
Hands-On: Build Your First Neural Network
Code20 min
9
Limitations: Overfitting & Interpretability
Video8 min
10
Quiz: Deep Learning Concepts
Quiz12 min
Who Should Join
Learners who have completed ML basics and want to understand the deep learning architectures powering today's AI breakthroughs.
Prerequisites
- Machine Learning Basics course or equivalent
- Basic understanding of linear algebra
Course Details
Videos10
Code Examples4
Quizzes2
LevelIntermediate
Duration1h 59m
4.8(120+ ratings)
Student ratings
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