Jekyll2026-06-18T17:46:06+00:00/feed.xmlFullstack Academy AI/MLGiHub pages blog for updates, additional resources and how-to guides related to the Fullstack Academy AI/ML program.
George Perdrizetgeorge.perdrizet@fullstackacademy.comCapstone projects repo2026-04-22T00:00:00+00:002026-04-22T00:00:00+00:00/resources/2026/04/22/capstone_repoHi all, I’ve added a capstone project showcase repository under the Fullstack Academy organization GitHub profile. It deploys a simple static site to archive/show off everyone’s’ capstone project. Check it out FullstackAcademy/2510-capstones. You can add your project following the instructions in the README.md. Good luck and keep in touch!]]>George Perdrizetgeorge.perdrizet@fullstackacademy.comUnit 6 assignments repo2026-03-30T00:00:00+00:002026-03-30T00:00:00+00:00/resources/2026/03/30/unit6_assignmentsAdded a link to my template repository for the unit 6 project and incremental capstone. It is the same set-up I used to complete the assignments, based on the same llms-gpu image as the llms-demo repository from unit 6.]]>George Perdrizetgeorge.perdrizet@fullstackacademy.comLangChain demo, part 22026-03-19T00:00:00+00:002026-03-19T00:00:00+00:00/resources/2026/03/19/langchain_part2RAG system demo, slides and activity for Lesson 49 are up in the LLMs demo repo!]]>George Perdrizetgeorge.perdrizet@fullstackacademy.comLangChain demo, part 12026-03-18T00:00:00+00:002026-03-18T00:00:00+00:00/resources/2026/03/18/langchain_part1Just added the slides, demo script and activity for lesson 48: LangChain part 1 to the llms-demo repository. Also includes slides and activities.]]>George Perdrizetgeorge.perdrizet@fullstackacademy.comReAct agent demo2026-03-16T00:00:00+00:002026-03-16T00:00:00+00:00/resources/2026/03/16/react_agentThe demo tonight is a tool using ReAct agent. I’ve added two versions: one uses LanChain to implement the agent, the other has a manual tool loop and does all of the parsing explicitly in the demo. The agent demo is paired with a new activity which asks you to extend it by adding some new tools. Have fun!]]>George Perdrizetgeorge.perdrizet@fullstackacademy.comChatbots demo updates2026-03-12T00:00:00+00:002026-03-12T00:00:00+00:00/resources/2026/03/12/chatbots_demoLots of updates to the chatbots demo repository during and after class tonight. We’ve now got:
High performance model hosting with llama.cpp
A web app UI for our chatbots using Gradio
Better documentation
]]>George Perdrizetgeorge.perdrizet@fullstackacademy.comLesson 44 and 45: chatbots demo2026-03-11T00:00:00+00:002026-03-11T00:00:00+00:00/resources/2026/03/11/llms-demoPosted a link to the chatbots demonstration repository we started today on the GitHub repositories page.]]>George Perdrizetgeorge.perdrizet@fullstackacademy.comUnit 6 outline2026-03-09T00:00:00+00:002026-03-09T00:00:00+00:00/resources/2026/03/09/unit_6Added the unit outline for Unit 6: Essentials and applications of generative AI, for anyone who wants a look at what’s coming up! We will start with lessons 44 & 45 on Wednesday.]]>George Perdrizetgeorge.perdrizet@fullstackacademy.comLesson 41 materials2026-03-02T00:00:00+00:002026-03-02T00:00:00+00:00/resources/2026/03/02/lesson_41_materialsThe demo and activity notebooks for Lesson 41: machine translation are up on the Jupyter notebooks page. I also added solutions for the lesson 39 & 40 activities. Will post the solution for tonight’s activity some time in the next few days.]]>George Perdrizetgeorge.perdrizet@fullstackacademy.comLesson 38 activity solution2026-02-26T00:00:00+00:002026-02-26T00:00:00+00:00/resources/2026/02/26/lesson_38_activity_solutionThe lesson 38: text data analysis activity solution and the demo/activity notebooks for lesson 39: text vectorization are up on the Jupyter notebooks page.]]>George Perdrizetgeorge.perdrizet@fullstackacademy.com