Kiril Spiridonov

Building a Simple Data Analyst AI Agent with Llama and Flask

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Prompt Engineering · Online Course

Building a Simple Data Analyst AI Agent with Llama and Flask Reviews & Product Details

Bridge the gap between data analysis and AI orchestration. This practical course, "Building a Simple Data Analyst AI Agent with Llama and Flask" created by Kiril Spiridonov, offers a comprehensive blueprint for developers and data professionals looking to leverage local Large Language Models (LLMs) for real-world business intelligence. Students will move beyond basic API queries to deploy the open-source Llama model locally, minimizing reliance on expensive cloud providers and maintaining data privacy. The curriculum breaks down advanced prompt engineering paradigms such as In-Context Learning (ICL), Chain of Thought (CoT), and Tree of Thought (ToT) to structure complex logical reasoning. Through hands-on exercises, learners build a Flask web application that connects seamlessly with a PostgreSQL database. By mastering targeted prompt design, you will teach your AI agent to translate natural language user questions into precise SQL queries, execute them safely, and synthesize the results back into plain English. This course is ideal for software engineers, data analysts, and backend developers wanting to build cost-effective, secure, and private AI agents without paid API dependencies.

Best For

Software developers looking to build local AI agents that prioritize data privacy Data analysts interested in automating SQL report generation using LLMs Backend engineers wanting to bridge the gap between Flask web apps and open-source models AI enthusiasts who want to implement advanced prompting techniques like CoT and ToT in a real-world project

Not For

Complete beginners with no prior knowledge of Python or SQL syntax Learners strictly looking for cloud-based AI solutions rather than local model deployments Experienced AI researchers seeking highly complex, multi-agent orchestration or fine-tuning workflows Individuals who do not have access to hardware capable of running local LLMs

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About the Creator

is a software engineer and technical educator specializing in bridging the gap between raw data analysis and practical Artificial Intelligence implementation. With a deep focus on the modern Python ecosystem, Kiril is passionate about showing developers, data professionals, and tech enthusiasts how to construct working, production-ready AI agents. His teaching philosophy revolves around project-based learning, moving quickly past theoretical abstractions to help students build tangible tools they can deploy immediately. In his courses, such as those detailing how to construct a Data Analyst AI Agent using Llama and Flask, Kiril breaks down complex LLM integration concepts into manageable, structured milestones. He emphasizes architectural clean code, efficient API usage, and the practical challenges of deploying lightweight web applications. By focusing on real-world utility over hype, Kiril equips his students with the hands-on engineering skills required to orchestrate AI models, design intuitive Flask interfaces, and automate complex database queries safely. His approachable yet technically rigorous style ensures that learners leave not just with code templates, but with a foundational understanding of agentic workflows.

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