
Master the fundamentals of generative AI, from text preprocessing and text embedding to large language models, vector databases, and prompt engineering, with 20+ end-to-end projects and deployment.
Master data preprocessing and cleaning for generative AI using a 50k IMDb dataset, including lowercasing, HTML and URL removal, punctuation handling, stopwords, tokenization, and stemming or lemmatization.
Master text classification by preprocessing and vectorizing IMDb reviews with bag of words or tf-idf, and training simple models like Gaussian NB or random forest in a Colab demo.
Master text-to-image generation with diffusion models in Hugging Face, using the diffusers library and multi-modal prompts to produce vivid images.
Discover how OpenAI powers generative AI applications with GPT models, DALL-E, and whisper, including API keys, playground usage, and transitioning from free access to premium plans.
Learn to set up a local chroma db vector database, store embeddings, and run Colab demos that enable retrieval with LangChain for question answering.
Learn to pair a prompt template with a large language model using LangChain chains for multi-step workflows. Explore lm chain, simple sequential chain, and multi chain.
Explore multi dataframe agents in LangChain to work with pandas data frames using any large language model, such as OpenAI. Compare columns across three data frames.
Learn to use Hugging Face open source LLMs with LangChain, accessing models via API requests or downloading them in Google Colab, and build prompts for T5 and Falcon models.
Explore Falcon, an open source large language model, and learn inference with LangChain, Hugging Face, and embeddings to build end-to-end generative AI applications.
Discover the limitless possibilities of Generative AI with our in-depth course, "Generative AI Mastery" This expertly designed program takes you on a journey from foundational principles to advanced techniques, offering a hands-on experience that equips you with the skills needed to excel in the world of Generative AI.
Starting with the basics, the course introduces core concepts, ensuring that even those with limited AI knowledge can quickly grasp the fundamentals. As you progress, you’ll delve into more complex topics, focusing on how to build, deploy, and optimize cutting-edge AI models. Using industry-leading tools such as Langchain and Huggingface, you'll learn to create robust AI solutions that can be applied to real-world scenarios.
The course is highly practical, giving you ample opportunities to work with Generative AI models firsthand. You’ll explore how to generate text, images, and other forms of content, while also mastering techniques for fine-tuning models to suit specific use cases. By the end of the course, you'll have built, optimized, and deployed AI models, gaining the confidence to integrate these technologies into your projects or professional work.
This course is perfect for AI enthusiasts, developers, data scientists, and professionals looking to transition into the field of Generative AI. Whether you’re just getting started or looking to enhance your existing AI knowledge, this course offers the tools and insights necessary to become proficient in one of the most transformative technologies of our time.
With a focus on practical applications and hands-on learning, the "Complete Generative AI Course with Langchain and Huggingface" will empower you to unlock the full potential of Generative AI and apply it effectively in various domains.