Packt
4 weeks to complete at 10 hours a week
This specialization features Coursera Coach! A smarter way to learn with interactive, real-time conversations that help you test your knowledge, challenge assumptions, and deepen your understanding as you progress through the specialization.
Ideal for learners with programming experience in Python and machine learning concepts. Prerequisite knowledge in deep learning is beneficial.
The specialization begins with an introduction to machine learning optimization techniques, focusing on hyperparameter tuning and cross-validation. From there, you'll progress to building deep learning architectures using CNNs and RNNs for computer vision and sequence modeling tasks. As you continue, you'll explore advanced AI topics like transformer architectures and attention mechanisms, essential for modern NLP tasks. The specialization also covers MLOps practices, including deployment, containerization with Docker, and orchestration with Kubernetes.
Packt helps tech professionals put software to work by distilling and sharing the working knowledge of their peers. Packt is an established global technical learning content provider, founded in Birmingham, UK, with over twenty years of experience delivering premium, rich content from groundbreaking authors on a wide range of emerging and popular technologies.
By the end, you will be able to implement hyperparameter tuning strategies and design CNNs and RNNs for AI tasks. You will be ready to work in AI-focused roles across industries such as software development, data science, and AI engineering.
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