Practical AI: Machine Learning, Data Science
Technology:Software How-To
Your feed might be dominated by LLMs these days, but there are some amazing things happening in computer vision that you shouldn’t ignore! In this episode, we bring you one of those amazing stories from Gabriel Ortiz, who is working with the government of Cantabria in Spain to automate cartography and apply AI to geospatial analysis. We hear about how AI tooling fits into the GIS workflow, and Gabriel shares some of his recent work (including work that can identify individual people, invasive plant species, building and more from aerial survey data).
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Timestamps:
(00:00) - Welcome to Practical AI
(00:42) - Gabriel Ortiz
(03:41) - Dipping your toes in deep learning
(06:05) - AI meets geospatial
(12:17) - Deep learning tools in geospace
(16:17) - Counting people on beaches
(21:55) - What data are you working with?
(24:58) - Sponsor: Changelog News
(27:07) - More discoveries
(30:33) - Automated cartography
(33:33) - Implications of instant cartography
(36:09) - Current limitations of AI
(41:45) - What excites Gabriel?
(43:35) - Outro
Rise of the AI PC & local LLMs
AI in the U.S. Congress
First impressions of GPT-4o
Full-stack approach for effective AI agents
Autonomous fighter jets?!
Private, open source chat UIs
Mamba & Jamba
Udio & the age of multi-modal AI
RAG continues to rise
Should kids still learn to code?
AI vs software devs
Prompting the future
Generating the future of art & entertainment
YOLOv9: Computer vision is alive and well
Representation Engineering (Activation Hacking)
Leading the charge on AI in National Security
Gemini vs OpenAI
Data synthesis for SOTA LLMs
Large Action Models (LAMs) & Rabbits 🐇
Collaboration & evaluation for LLM apps
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