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"This course contains the use of artificial intelligence in creating scripts, visuals, audio, and supporting content"
This 8-week course is a complete foundation in Generative AI and Large Language Models (LLMs), designed to help you build both conceptual understanding and practical skills. The program is structured to gradually move from the basics of generative models to advanced applications, customization, safety, and a capstone project that showcases your abilities.
The course begins with an introduction to Generative AI, where you will explore tokenization, attention mechanisms, and the transformer architecture that forms the backbone of modern LLMs. You will learn how text generation works, experiment with prompt design, and analyze the impact of model parameters like temperature and top-p on creativity and accuracy.
Building on this, the course dives into the foundations of large language models, exploring embeddings, perplexity, and context windows. You will also study core generative models such as GANs (Generative Adversarial Networks), VAEs (Variational Autoencoders), and diffusion models, gaining an intuitive understanding of how these models generate text, images, and structured data.
The practical modules allow you to apply Generative AI in practice, including summarization, creative writing, code generation, data augmentation, and image synthesis. You will use modern tools and frameworks like Hugging Face Transformers, LangChain, vector databases (FAISS, Pinecone), and deployment frameworks such as FastAPI and Hugging Face Spaces.
You will also learn fine-tuning techniques, including prompt engineering, LoRA (Low-Rank Adaptation), and domain-specific customization, so you can adapt LLMs to specialized tasks. In addition, a dedicated module on ethics, safety, and governance helps you understand and mitigate bias, hallucinations, and responsible AI risks.
The course concludes with a capstone project, where you will design, implement, and present a real-world Generative AI application, integrating the skills and frameworks covered throughout the program.
By the end, you will be equipped with hands-on experience, a portfolio-ready project, and the confidence to apply Generative AI and LLMs in business, research, and innovation.
Everything You Need to Know About Generative AI & LLMs Foundations: From Basics to Application
This course is a comprehensive and well-structured introduction to Generative AI & LLMs Foundations: From Basics to Application. The instructor, Data Science Academy, is a leading expert in the field with a wealth of experience in Development to share.
The course is well-structured and easy to follow, and the instructor does a great job of explaining complex concepts in a clear and concise way.
The course is divided into sections, each of which covers a different aspect related to Data Science. Each module contains a series of video lectures, readings, and hands-on exercises.
The instructor does a great job of explaining each topic in a clear and concise way. He/She also provides plenty of examples and exercises to help students learn the material.
One of the things I liked most about this course is that it is very practical. The instructor focuses on teaching students the skills and knowledge they need to succeed in the real world. He/She also provides students with access to a variety of resources, including templates, checklists, and cheat sheets.
Another thing I liked about this course is that it is offered on Udemy. Udemy is a great platform for taking online courses because it offers a lot of flexibility for students. Students can choose to take courses at their own pace, and they can access the course materials from anywhere with an internet connection.
Udemy also offers a variety of payment options, so students can find a plan that works for them. The course also has a very active community forum where students can ask questions and interact with each other. The instructor is also very responsive to student questions and feedback.
Overall, I highly recommend this course to anyone who is interested in learning Generative AI & LLMs Foundations: From Basics to Application. It is a well-organized and informative course that will teach you the skills and knowledge you need to succeed.
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