Full Stack Generative AI: Deep Learning, CNN, LLM Agentic AI

Full Stack Generative AI: Deep Learning, CNN, LLM Agentic AI

Generative AI is revolutionizing industries—from content creation to autonomous agents. The course “Full Stack Generative AI: Deep Learning, CNN, LLM Agentic AI” is designed for learners who want to go beyond theory and gain hands-on skills in building AI systems from the ground up.

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What you’ll learn

By the end of the course, learners will be able to:

  • Understand the foundations of deep learning for generative models
  • Build and train Convolutional Neural Networks (CNNs) for vision tasks
  • Apply transformer-based Large Language Models (LLMs) in real-world scenarios
  • Develop agentic AI systems capable of reasoning and decision-making
  • Integrate full-stack workflows—data preprocessing, model training, deployment, and applications
  • Explore the use of generative AI in text, images, and beyond

Requirements and course approach

The course assumes:

  • Basic Python programming knowledge
  • Familiarity with machine learning concepts is helpful (but not mandatory)
  • A laptop/PC with GPU support recommended for training projects

The teaching style combines:

  • Conceptual deep-dives with simplified explanations
  • Practical coding demonstrations in Python
  • Hands-on projects to build real generative AI solutions
  • Deployment workflows for production-ready AI

Who this course is for

This course is perfect for:

  • Aspiring AI and ML engineers
  • Developers who want to master generative AI end-to-end
  • Students preparing for careers in deep learning and AI research
  • Entrepreneurs exploring AI-driven product development
  • Anyone curious about CNNs, LLMs, and agentic AI systems

Outcomes and final thoughts

By completing this course, learners will have a full-stack skill set—from training deep learning models to implementing advanced LLM-powered agents.

“Full Stack Generative AI: Deep Learning, CNN, LLM Agentic AI” is a future-proof course for those ready to create intelligent systems that don’t just process data, but think, generate, and act.

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