
Sales Forecasting with Python Machine Learning
・Skills: Python, Machine Learning, Pandas
・Overview: A project that automates sales forecasting using Python machine learning.
Portfolio
The Generative AI blog "Webschool" is a project to experiment with content generated by ChatGPT.
It was conducted to verify whether using text generated by ChatGPT on a website would cause any SEO issues.
Additionally, it also serves to verify the Astro Notion Blog platform, which uses Notion as a CMS.
Confirmed that the content was indexed without issues and ranked high for niche keywords.
In other words, blogs created solely with Generative AI did not incur penalties from Google and were treated the same as regular blogs.
However, my personal opinion is that blogs created solely with Generative AI have limited benefits for the following reasons:
Settings for Google Tag Manager, GA4, and Google Search Console were done without issues.
The template lacks robots.txt and a sitemap, which caused an issue where about 3000 non-existent URLs were crawled in the Google Search Console report. After manually setting up robots.txt and a sitemap, the issue was resolved. Despite the issue, the non-existent URLs were not indexed in Google search, indicating that Google handled it.
Writing directly in Notion and publishing it as is allowed for a very fast posting process. When creating new blogs in the future, it could be a strong candidate depending on the use case.

・Skills: Python, Machine Learning, Pandas
・Overview: A project that automates sales forecasting using Python machine learning.

・Skills: Python、Pandas、Matplotlib、ReportLab
・Overview: A project that automatically compiles GA4 and GSC data into pdf reports using Python.

・Skills: Python, LangChain/LangGraph, Google Cloud
・Overview: A specialized web application leveraging AI for various business purposes.