AI Development with Qwen 2.5 & Ollama: Build AI Apps Locally
What you'll learn
- Set up and run Qwen 2.5 on a local machine using Ollama
- Understand how large language models (LLMs) work
- Build AI-powered applications using Python and FastAPI
- Create REST APIs to interact with AI models locally
- Integrate AI models into web apps using React.js
- Optimize and fine-tune AI models for better performance
- Implement local AI solutions without cloud dependencies
- Use Ollama CLI and Python SDK to manage AI models
- Deploy AI applications locally and on cloud platforms
- Explore real-world AI use cases beyond chatbots
Requirements
- Basic Python knowledge (variables, functions, and loops) - If you do not have - we will cover basic Python
- Familiarity with APIs (REST APIs, JSON data handling)
- Basic command-line skills (running scripts, installing packages)
- A computer with macOS, Windows, or Linux (for local AI setup)
- Internet connection (to download Qwen 2.5 and dependencies)
- Optional: Basic knowledge of JavaScript/React (for UI development)
Description
Are you ready to build AI-powered applications locally without relying on cloud-based APIs? This hands-on course will teach you how to develop, optimize, and deploy AI applications using Qwen 2.5 and Ollama, two powerful tools for running large language models (LLMs) on your local machine.
With the rise of open-source AI models, developers now have the opportunity to create intelligent applications that process text, generate content, and automate tasks—all while keeping data private and secure. In this course, you’ll learn how to install, configure, and integrate Qwen 2.5 with Ollama, build FastAPI-based AI backends, and develop real-world AI solutions.
Why Learn Qwen 2.5 and Ollama?
Qwen 2.5 is a powerful large language model (LLM) developed by Alibaba Cloud, optimized for natural language processing (NLP), text generation, reasoning, and code assistance. Unlike traditional cloud-based models like GPT-4, Qwen 2.5 can run locally, making it ideal for privacy-sensitive AI applications.
Ollama is an AI model management tool that allows developers to run and deploy LLMs locally with high efficiency and low latency. With Ollama, you can pull models, run them in your applications, and fine-tune them for specific tasks—all without the need for expensive cloud resources.
This course is practical and hands-on, designed to help you apply AI in real-world projects. Whether you want to build AI-powered chat interfaces, document summarizers, code assistants, or intelligent automation tools, this course will equip you with the necessary skills.
Why Take This Course?
- Hands-on AI development with real-world projects
- No reliance on cloud APIs—keep your AI applications private & secure
- Future-proof skills for working with open-source LLMs
- Fast, efficient AI deployment with Ollama’s local execution
By the end of this course, you'll have AI-powered applications running on your machine, a deep understanding of LLMs, and the skills to develop future AI solutions. Are you ready to start building?
Who this course is for:
- Python developers looking to integrate AI into their projects
- Software engineers who want to build LLM-based applications
- AI/ML beginners eager to learn hands-on AI development
- Full-stack developers wanting to integrate AI with web apps
- Tech entrepreneurs exploring AI-powered solutions
- Students & researchers interested in local AI model execution
Instructor
- 4.5 Instructor Rating
- 5,335 Reviews
- 172,862 Students
- 73 Courses
We are your one-stop shop for all AI training needs. Since 2010, our expert instructors have been delivering top-tier education across cutting-edge technologies. Whether you’re a beginner or looking to advance your skills, our comprehensive training programs are designed to equip you with practical knowledge and real-world experience. From foundational AI concepts to advanced machine learning and deep learning techniques, we cover it all. Join us to gain hands-on expertise, guided by industry veterans committed to your success. Unlock your potential and stay ahead in the evolving world of artificial intelligence with training you can trust and results you can see.