Artificial Intelligence and Data Science
Syllabus - AI & ML
Artificial Intelligence Fundamentals
Machine Learning with Python
Deep Learning & Neural Networks
Data Science with Python
Data Analytics using Python
Data Visualization using Power BI
Data Visualization using Tableau
Advanced Excel for Data Analysis
Generative AI Applications
Natural Language Processing (NLP)
Computer Vision using OpenCV
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3. Deep Learning & Neural Networks (30 Hours)
Module 1: Introduction to Deep Learning (4 Hours)
- Neural networks basics
- Deep learning vs machine learning
Module 2: Neural Network Architecture (6 Hours)
- Perceptron model
- Activation functions
- Forward propagation
- Backpropagation
Module 3: Deep Learning Frameworks (6 Hours)
- TensorFlow basics
- Keras introduction
Module 4: Training Neural Networks (8 Hours)
- Model building
- Loss functions
- Optimization algorithms
Module 5: Applications of Deep Learning (4 Hours)
- Image recognition
- Speech recognition
Mini Project (2 Hours)
- Handwritten digit recognition