FlexStack: Python AI Principles Certificate

Certificate Overview

This certificate prepares technical professionals to deploy text generation AI functionality in real applications, including document triage, summarization, search, extraction, and decision support. It is made up of three courses taken in sequence that are listed below. They can be scheduled back-to-back or with breaks in between. Working knowledge of Python is required, and comfort with basic data tasks is recommended. This experience can be gained by first completing the FlexStack: Python Fundamentals Certificate.

Over the course of the program, the instructor will demonstrate prompt design, light RAG (Retrieval-Augmented Generation), evaluation methods, basic observability, and secure handling of data. Learners will, in turn, practice these concepts through in-class exercises and assignments. After completing the FlexStack: Python AI Principles Certificate, learners will be able to build and operate small, defensible AI systems. As a final deliverable, participants will build a 24/7 FastAPI help bot that they can add to their portfolios.

The FlexStack: Python AI Principles Certificate can be taken on its own or with two of the following certificates to earn the FlexStack in Data Science Development:

The Georgia Tech FlexStack credential and applied projects support growth in current roles and open doors to roles such as data analyst, product manager, operations engineer, instructional technologist, and more.

 
  • Admission
  • Affordability
  • Experience
Admission

Admission

Individuals interested in pursuing a FlexStack should first fill out an application interest form. You can apply at any time through a simple and short application meant to ensure you are set up for success with basic knowledge and technology. Applicants must be approved before registering for courses or certificates within the FlexStack program.

 

Once submitted, your application will be reviewed within 1-2 business days. You will then meet with an admissions advisor to complete the application process and then receive information on how to register. Applications are valid for one year, and after completing one course, you have up to six years to complete the full certificate.

Affordability

Affordability

With each certificate just costing $2,520, you can complete a full FlexStack for just $7560 – thousands less than the average boot camp.  You also have the option to pay as you go, course by course, or you can take advantage of a 10% discount by registering for all three courses at one time. We offer two easy ways to pay, self-pay with a personal credit card or you can submit a request to charge your company directly.

Experience

Experience

Courses meet for six hours of live, online instruction each week. Each session is broken into multiple modules where the instructor introduces you to the topic followed by hands-on practice time allowing you to gain experience and confidence with the material. You will learn skills and techniques that can be applied immediately through practical work time with a subject-matter expert in the form of live instruction, demos, and labs.  
 

The pace of the content is accelerated and intense, but provides the immersive experience needed to gain skills quickly. The structured learning environment includes a cadence of learning and practice, with direct access to subject matter experts for real-time feedback to foster rapid skill acquisition.  
 

Participants will also enjoy a high-touch support team that is experienced in assisting online programs, including a dedicated advisor as a central point of contact. From selecting the best curriculum pathways to navigating challenges, you will have access to resources to help you succeed. The team will share information regularly, and you’ll have direct access for any additional questions or concerns. 
 

What You Will Learn

  • Rules, classical ML (Machine Learning), or LLMs (Large Language Models) use
  • How to build credible baselines and prompted LLM (Large Language Model) Workflows
  • RAG (Retrieval-Augmented Generation) implementation with citations and abstain policies
  • Schema-validated extraction and triage pipelines design
  • Evaluation with proper splits, slice analysis, and regression tests
  • Cost, latency, errors, and drift monitoring
  • 24/7 agent deployment with tools, memory, FastAPI, and runbooks
Woman sits in front of three monitors reviewing Python code with her male coworker for the FlexStack in Python AI Principles Certificate.

How You Will Benefit

  • Deliver trustworthy AI outputs with citations and structured extractions that are ready for real use.
  • Automate repetitive knowledge work such as search, summarization, and triage to increase speed and reduce rework.
  • Develop and deploy a 24/7 help bot built from the ground up using a Python stack.
  • Strengthen reliability and compliance with evaluation gates, guardrails, monitoring, and cost control.
Man who is a technical lead stands in front of screen with Python code as part of the FlexStack: Python AI Principles Certificate.

Course Listings

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