Generative AI Engineering with LLMs

Building generative models, not just using them

IBM's Generative AI Engineering with LLMs Specialization is an intermediate-level program aimed squarely at ML practitioners who want to move from applying generative AI to actually engineering it — training and adapting the models themselves.

What it covers

• Data preprocessing and building data pipelines for model training
• Recurrent neural networks and generative adversarial networks (GANs)
• PyTorch and Hugging Face for working with real model architectures
• Natural language processing and responsible AI considerations

It's best suited to developers with some prior machine learning exposure who want hands-on generative-model engineering, not a conceptual overview. It's a comparatively focused program at around 21,000 learners, reflecting its narrower, more technical audience within IBM's broader AI curriculum.