Course Overview
- Course Title: Full-Stack AI with Ollama: Llama, Deepseek, Mistral, Phi-2..
- Instructor: Vivian Aranha
- Target Audience:
- Beginners exploring artificial intelligence
- Experienced developers
- Developers
- Data scientists
- Entrepreneurs
- Researchers
- AI enthusiasts
- Prerequisites:
- Basic Programming Knowledge
- Basic Understanding of AI & Machine Learning
- Familiarity with Web Development (Optional)
Curriculum Highlights
- Key Topics Covered:
- AI Model Deployment
- Building AI-Powered Applications
- Implementing NLP Tasks
- Developing AI-Powered Assistants
- Generating & Debugging Code with AI
- Integrating AI with Web Apps
- Automating Business & Productivity Tasks
- Working with Real-World Data & APIs
- Optimizing AI Model Performance
- Key Skills Learned:
- Installing, configuring, and using Ollama
- Running AI models locally
- Working with LLaMA 3, DeepSeek, Mistral, Mixtral, Phi-2, and CodeLlama
- Natural language processing (NLP)
- Text generation
- Code completion and debugging
- Document analysis
- Sentiment analysis
- AI-driven automation
- Building AI-powered chatbots, content generators, text summarizers, resume builders, AI legal assistants, and automated API testers
- Developing AI news summarizer, AI-powered proofreading tool, customer support chatbot, intelligent assistant for business automation
- Fine-tuning AI prompts
- Optimizing large language models
- Deploying AI-powered applications efficiently
- Text generation, AI-assisted writing, document extraction, SQL query generation, sentiment analysis, and multi-turn chatbot interactions
- Building AI-powered tools for code generation, debugging, and software development
- Fetching and processing real-time data using APIs
- Creating real-time news summarizer, AI-powered financial report analyzer, and AI job application screener
Course Format
- Duration: 3 hours on-demand video
- Format: Self-paced online course
- Resources:
- 8 downloadable resources
- Access on mobile and TV
- Certificate of completion