Deploying ML Model For Bot Detection In Newsletter Signups
Deployed ML bot detector on AWS Lambda using Docker container images & API Gateway to automate bot signups in my newsletter
Remember the bot invasion of my newsletter? I fought back with ML, but building a fancy bot zapper wasn't in the budget. Instead, I deployed a cost-effective model to keep those pesky bots out. Here is how I did it! In my previous article, "Bots Invaded My Newsletter. Here's How I Fought Back with ML" I shared my experience building a bot-signup detector using machine learning to tackle a surge of unwanted bot signups on my newsletter. While it wasn't the most sophisticated solution, it was a valuable learning experience. Few people on Reddit were curious about deploying their own models. Sinc...