Construct AI Apps with Open-Supply Fashions: NLP, Chatbots, Code Era, Summarization, Automation & Extra
What you’ll be taught
Perceive AI Mannequin Deployment – Discover ways to set up, arrange, and run AI fashions regionally utilizing Ollama.
Construct AI-Powered Functions: Develop real-world AI functions utilizing high fashions from Ollama, together with LLaMA 3, Mistral, CodeLlama, Mixtral, and DeepSeek-R1.
Implement NLP Duties – Work with AI fashions to summarize textual content, generate content material, proofread paperwork, and extract key data from authorized and enterprise texts.
Develop AI-Powered Assistants – Construct AI chatbots, buyer help bots, and private AI assistants utilizing superior LLMs.
Generate & Debug Code with AI – Make the most of CodeLlama to auto-generate code, debug programming errors, and enhance software program improvement effectivity.
Combine AI with Internet Apps – Discover ways to create full-stack functions with a FastAPI backend and interactive internet UI, utilizing AI fashions for real-time processing
Automate Enterprise & Productiveness Duties – Implement AI options for automated electronic mail replies, AI-powered assembly summarization, and resume era.
Work with Actual-World Knowledge & APIs – Fetch stay knowledge from information APIs, finance APIs, and buyer critiques, and analyze them utilizing AI fashions for insights.
Optimize AI Mannequin Efficiency – Be taught strategies for fine-tuning AI prompts, dealing with API responses, and enhancing response accuracy.
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