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Full-Stack AI with Ollama: Llama, Deepseek, Mistral, QwQ (Udemy.com)

Build AI Apps with Open-Source Models: NLP, Chatbots, Code Generation, Summarization, Automation & More(AI)

Created by: School of AI

Last updated March 2025

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What you will learn

  • Understand AI Model Deployment – Learn how to install, set up, and run AI models locally using Ollama.
  • Build AI-Powered Applications: Develop real-world AI applications using top models from Ollama, including LLaMA 3, Mistral, CodeLlama, Mixtral, and DeepSeek-R1.
  • Implement NLP Tasks – Work with AI models to summarize text, generate content, proofread documents, and extract key information from legal and business texts.
  • Develop AI-Powered Assistants – Build AI chatbots, customer support bots, and personal AI assistants using advanced LLMs.
  • Generate & Debug Code with AI – Utilize CodeLlama to auto-generate code, debug programming errors, and improve software development efficiency.
  • Integrate AI with Web Apps – Learn how to create full-stack applications with a FastAPI backend and interactive web UI, using AI models for real-time processing

How it compares

Against the other 461 rated Udemy courses in Data Science on CourseDuck:

  • Rating4.6 out of 5higher than 67% of them
  • Reviews260#306 of 462 by number of reviews
  • Length4 hoursshorter than 72% of them
  • Last updatedMarch 2025earlier than 60% of them

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Course Description

Full-Stack AI with Ollama: Llama, DeepSeek, Mistral, QwQ, Phi-2, MedLlama2, Granite3.2 is the ultimate hands-on AI development course that teaches you how to build and deploy real-world AI applications using the latest open-source AI models. Whether you're a beginner exploring artificial intelligence or an experienced developer, this course will provide you with practical projects to integrate large language models (LLMs) into web applications, automation tools, and advanced AI-driven solutions.

Throughout this course, you will learn how to install, configure, and use Ollama to run powerful AI models locally without relying on expensive cloud-based APIs. You’ll work with LLaMA 3, DeepSeek, Mistral, Mixtral, QwQ, Phi-2, MedLlama2, Granite3.2 and CodeLlama, gaining expertise in natural language processing (NLP), text generation, code completion, debugging, document analysis, sentiment analysis, and AI-driven automation.

The course is packed with real-world AI projects. You will develop an AI news summarizer, create an AI-powered proofreading tool, build a customer support chatbot, and implement an intelligent assistant for business automation. Each project provides hands-on experience with FastAPI, Python, Ollama, and REST APIs, ensuring you gain full-stack development skills in AI integration.

This course also teaches you how to fetch and process real-time data using APIs, making it ideal for those looking to build AI-driven applications that analyze real-time information. You’ll create a real-time news summarizer, an AI-powered financial report analyzer, and an AI job application screener to automate recruiting.

By the end of this course, you will have built AI-powered projects, covering full-stack AI development, text processing, natural language understanding, chatbot development, AI automation, and LLM-based applications. You will be confident in deploying AI models, integrating them into production-ready applications, and leveraging state-of-the-art AI technologies to build intelligent solutions.

Whether you are a developer, data scientist, entrepreneur, researcher, or AI enthusiast, this course will provide you with the skills to implement AI models effectively. You will gain hands-on expertise in building AI-powered web applications, integrating NLP models, and automating tasks with AI-driven tools. This course is perfect for those who want to bridge the gap between AI research and practical implementation by working with top-performing models from Ollama.

If you are ready to take your AI development skills to the next level and build cutting-edge AI-powered applications, then this is the perfect course for you!

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Instructor Details

School of AI

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.


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Reviews

4.6

260 ratings on Udemy

Select a bar to show only those reviews.Select the bar again to show every rating.

By Stefano Scarpanti on 4/2/2026

Molto interessante anche vedere una demo con fastApi per installare una REST api python velocemente

By Michal Kucharski on 3/6/2026

I have expected some more information about ollama, about posible parameters which I can use to calibrate the model response.

By Aditya Kulkarni on 2/15/2026

I found the course very beneficial, and it made me feel really good while learning.

By RITIK KHEMNANI on 1/20/2026

great course with quite a example which teaches you the format to create any new chat bot except these mentioned here , we can integrate these bots and tool with ai agent and make our task more reliable and secure as they are offline and didnt leak our privacy

By kumkum soni on 7/3/2025

I am grateful for this opportunity and thank the entire team for their support and guidance. This internship has provided me with a strong foundation for my career. Let me know if you want it in Hindi or personalized for a specific company or field (like Java, data science, etc.).

By Durjoy Saha on 6/18/2025

I don't know anything about python, so the courses also provide python language that attracts me to do the rating of 4*.

By Praneeth on 4/30/2025

Good to learn from basics how AI works without Internet and create a chabots and assistance.

By Paul Reeves on 4/11/2025

Excellent course. Easy to follow the well organized examples step by step. I was able to install Ollama and build each example easily. The example projects are very useful. One suggestion would be to show how to extend a sample, like the text summarizer, to support file uploads.

By Ariana Rahmawati on 4/10/2025

Very well explained. For the future, you should made a step by step guide using text. You can show it on notepad or other editors. Overall is really good and I can understand it fast. Thank you.

By Jibran Ahmed Khan on 2/18/2025

A great course for learning to work with LLMs and build AI applications. Highly recommended!

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Overall Score : 92 / 100