How to build a text-to-sql LLM application
As industry races for use cases of Large Language Models, software devs have emerged as early adopters. Can LLMs help us translate between tech and talk? Let’s build a text-to-SQL application with Vanna and Streamlit!
Jun 7, 2024To LLM or Not to LLM (Part 2): Starting Simple
Sick of hearing about hyped up AI solutions that sound like hot air? 🧐 Let’s use boring old ML to detect hype in AI marketing text and see why starting with a simple ML approach is still your best bet 90% of the time.
May 20, 2024Building an AI Text Detector - Lessons Learned
The LLMs boom has made differentiating text written by a person vs. generated by AI a highly desired technology. In this post, I’ll attempt to build an AI text detector from scratch!
May 15, 2024To LLM or Not to LLM: Tips for Responsible Innovation
We’re seeing a proliferation of Large Language Models (LLMs) as companies seek to replicate OpenAI’s success. In this post, two AI engineers respond to LLM FAQs and offer tips for responsible innovation.
May 8, 2024Predicting the Oscars With LLMs
Looking for a middle ground between custom LLMs and traditional ML? Please welcome semantic search to the stage! Let’s use semantic search to predict which film will take home the “Best Picture” Oscar this year 🤩
Mar 8, 2024Build Your Own LLM - Getting Into Production
If you’re building LLMs but have no way to deploy them, are they even useful? In this post, you’ll deploy an LLM into a live production application!
Feb 9, 2024Build Your Own LLM - Training
If you want to protect your IP or avoid vendor lock, you may find that building your own LLM is more practical than relying on services like ChatGPT. In this post, you’ll train a custom LLM using your own data!
Feb 6, 2024Monitoring Real-Time Machine Learning Applications With Prefect
The last few years have marked a shift in industry away from research-oriented machine learning. These days, shipping models early and often is critical, and open source tools like Prefect can speed up the process of operationalizing ML.
Jan 26, 2024Build Your Own LLM - Data Ingestion
2023 was the year of large language models (LLMs) due to services like ChatGPT and Stable Diffusion gaining mainstream attention. In this series, learn about the architecture behind LLMs and how to build your own custom LLM!
Jan 15, 2024Building Real-Time Apps in Python with Ensign and Streamlit
Python may be the 2nd best language for everything, but it’s a favorite of data scientists worldwide, and delivers a world of functionality. Did you know you can even build customer-facing AI/ML apps with Python now? Learn how…
Nov 20, 2023