Navalapp

Artificial Intelligence. From Scratch to Advanced Models ๐Ÿšฉ
๐ŸŽฏ navalapp.com/courses/ai-machine-learning-from-scraโ€ฆ

What will you learnโ“

๐Ÿ”ถ Gain a solid understanding of how machine learning models work.
๐Ÿ”ถ Build, train, and evaluate your own AI models.
๐Ÿ”ถ Develop a complete machine learning pipeline using real-world data.
๐Ÿ”ถ Be well-prepared to dive into more advanced AI topics.

More concretely, you will learn:

๐Ÿ”ถ AI, Machine Learning, and Deep Learning โ€” why they are booming and how they apply to engineering.
๐Ÿ”ถ Key machine learning concepts: data handling, model building, evaluation, and optimization.
๐Ÿ”ถ Core algorithms: linear and logistic regression, decision trees, K-nearest neighbors, and support vector machines โ€” all demonstrated with real-world applications.
๐Ÿ”ถ Deep learning essentials: how neural networks learn, including building a simple network from scratch.
๐Ÿ”ถ Hands-on implementation with PyTorch: data preprocessing, model training, evaluation, and optimization workflows.
๐Ÿ”ถ Advanced architectures: introduction to convolutional neural networks (CNNs) and recurrent neural networks (RNNs).
๐Ÿ”ถ Practical insights and coding tips based on our hands-on experience working with large datasets and complex models.

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2 weeks ago | [YT] | 7