Artificial Intelligence & Large Language Models
This pathway will equip you with the knowledge and skills to navigate the world of artificial intelligence and interact effectively with powerful large language models (LLMs) like Gemini.
With the various skills, you will pick up the concept of prompting, the key to unlocking the potential of LLMs. You will learn how to craft clear and concise instructions that guide the AI to generate the content you desire. You will also understand the inner workings of LLMs and various open-source LLMs.
Ready to get hands-on? You will gain practical experience by building applications powered by LLMs. There's more than just GPT-4, there are so many more models to explore!
Whether you're a complete beginner or curious to expand your knowledge, this pathway offers a comprehensive and engaging introduction to the world of AI and LLMs. Let's embark on this exploration together!
Skills
Total: 6
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Understanding LLMs
3 Modules
DescriptionEver wondered how LLMs work? This skill delves into the fascinating world of large language models. We will explore concepts like neural networks and machine learning to shed light on how these AI systems work.
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Helpful prior knowledge
Learning outcomes
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Prompting
1 Module
DescriptionLearn how to effectively communicate with large language models like Gemini! This module will unveil the secrets of crafting prompts, those magic instructions that guide AI to generate the content you desire.
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Helpful prior knowledge
Learning outcomes
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Building Applications
2 Modules
DescriptionReady to put your knowledge to the test? In this skill, you will get hands-on experience building applications such as a real-life chatbot powered by Gemini. Learn how to leverage AI to create interactive applications.
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Helpful prior knowledge
Learning outcomes
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Exploring AI and LLMs with Ollama
1 Module
DescriptionUnlock the power of AI development by exploring
ollama, a powerful framework for running large language models on your own device. By leveraging pre-trained models from renowned organizations such as Microsoft's phi and phi3, and Meta's llama2 and llama3,ollamaempowers users to build innovative applications and communicate with its API, all while maintaining control over their data and workflows.Show More
Helpful prior knowledge
nil
Learning outcomes
- Run other models from other providers with
ollama - Use
ollamaas a productivity tool and for basic tasks - Build an application around the ollama API
- Create your own models using Modelfiles
- Run other models from other providers with
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Using AI-Powered Tools and Apps
2 Modules
DescriptionIn this skill, be exposed to a variety of AI-powered tools and apps that will help you discover the power of what LLMs and AI can do.
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Helpful prior knowledge
Learning outcomes
Learning this skill will help you
- Discover a repetoire of tools to increase your productivity
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Exploring Vector Databases
1 Module
DescriptionCurious about how modern search engines find similar images, text, or products? This skill will introduce you to the powerful world of vector databases. You'll learn how to store data as vectors—numerical representations of rich data types like text and images—and use advanced similarity search techniques to retrieve relevant results. Perfect for building recommendation systems, visual search engines, and more!
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Helpful prior knowledge
Learning outcomes
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