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Intermediate Level Ai
This course builds upon foundational AI knowledge, delving deeper into key AI techniques and practical applications for those with some prior understanding.
Session 1: Advanced Machine Learning Concepts (9:00 AM – 10:30 AM)
Review of core ML concepts and algorithms.
Introduction to more complex models (e.g., ensemble methods, decision trees).
Feature engineering and selection.
Session 2: Deep Learning Architectures (10:45 AM – 12:30 PM)
In-depth look at Neural Networks.
Introduction to Convolutional Neural Networks (CNNs) for image processing.
Introduction to Recurrent Neural Networks (RNNs) for sequential data.
Lunch Break (12:30 PM – 1:30 PM)
Session 3: Natural Language Processing & Computer Vision (1:30 PM – 3:00 PM)
Advanced NLP techniques: Text embedding, sentiment analysis.
Computer Vision applications: Object detection, image segmentation.
Overview of Generative AI models.
Session 4: Practical Applications & Project Planning (3:15 PM – 4:30 PM)
Case studies of intermediate AI applications.
Discussion on choosing the right AI technique for a given problem.
Planning an intermediate AI project.
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