Build AI Apps with Open-Source Models: NLP, Chatbots, Code Generation, Summarization, Automation & More
Sub Category
- Data Science
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Objectives
- 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
- Automate Business & Productivity Tasks – Implement AI solutions for automated email replies, AI-powered meeting summarization, and resume generation.
- Work with Real-World Data & APIs – Fetch live data from news APIs, finance APIs, and customer reviews, and analyze them using AI models for insights.
- Optimize AI Model Performance – Learn techniques for fine-tuning AI prompts, handling API responses, and improving response accuracy.
Pre Requisites
- Basic Programming Knowledge – Some familiarity with Python is helpful but not mandatory. We will guide you through the coding process.
- Basic Understanding of AI & Machine Learning – No deep ML knowledge required, but knowing how AI models work will be beneficial.
- Familiarity with Web Development (Optional) – Some experience with HTML, JavaScript, and FastAPI will help in building AI-powered web apps.
- This course is structured to guide absolute beginners through AI development, while also providing advanced hands-on projects for experienced developers.
- If you're new to AI, we’ll cover everything step by step. If you're an experienced developer, you'll gain practical experience in building and deploying real-world AI applications using top AI models from Ollama.
FAQ
- Q. How long do I have access to the course materials?
- A. You can view and review the lecture materials indefinitely, like an on-demand channel.
- Q. Can I take my courses with me wherever I go?
- A. Definitely! If you have an internet connection, courses on Udemy are available on any device at any time. If you don't have an internet connection, some instructors also let their students download course lectures. That's up to the instructor though, so make sure you get on their good side!
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