Course Overview
- Course Title: [NL] Full-Stack AI met Ollama: Llama, Deepseek, Mistral, QwQ
- Instructor: School of AI (AI Academy)
- Target Audience:
- Beginners in AI development seeking hands-on guidance
- Experienced developers looking to integrate large language models (LLMs) into applications
- Data scientists, entrepreneurs, researchers, and AI enthusiasts
- Professionals interested in AI automation, NLP, and full-stack AI integration
- Prerequisites:
- Basic programming knowledge (Python experience helpful but not required)
- Fundamental understanding of AI/Machine Learning (no deep expertise needed)
- Optional: Familiarity with web development (HTML, JavaScript, FastAPI)
Curriculum Highlights
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Key Topics Covered:
- Local AI model installation & execution with Ollama
- Working with LLaMA 3, Mistral, CodeLlama, Mixtral, DeepSeek-R1, QwQ, Phi-2, MedLlama2, Granite3.2
- Natural Language Processing (NLP) tasks: summarization, generation, correction, extraction
- AI assistant development: chatbots, customer service bots, personal assistants
- Code generation & debugging with CodeLlama
- Task automation: emails, meeting notes, resumes/CVs with AI
- Live data integration via news & financial APIs
- Full-stack AI app development with FastAPI, Python, and REST APIs
- Real-time data processing for news summarization, financial analysis, and job application screening
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Key Skills Learned:
- Installing and running open-source LLMs locally without cloud dependencies
- Building AI-powered web applications with FastAPI & Python
- Developing NLP-driven tools for text analysis, sentiment analysis, and document processing
- Creating AI chatbots & virtual assistants for customer service and personal use
- Automating business workflows (emails, reports, CV screening) with AI
- Integrating real-time APIs for dynamic AI applications
- Debugging and optimizing AI-generated code with CodeLlama
- Designing end-to-end AI solutions from model selection to deployment
Course Format
- Duration: 4.5 hours of on-demand video
- Format: Self-paced online course (lifetime access)
- Resources:
- 13 downloadable resources (code samples, project files, guides)
- Mobile & TV access
- Certificate of completion
Additional Information
- Language: Dutch (with potential English subtitles/captions, if available)
- Projects Included:
- AI-powered news summarizer
- Proofreading & grammar correction tool
- Customer service chatbot
- Business automation assistant (emails, reports)
- Real-time financial data analyzer
- Job application screening tool
- Code generation & debugging assistant with CodeLlama