Data Intelligence

Chapter 76 – Generate the Object Feature Importance Using Scikit learn and Random Forest

The random forest algorithm has been applied across a number of industries, allowing them to make better business decisions. Some use cases include high credit risk analysis and product recommendation for cross-sell purposes.

In this piece, I would briefly walk you through several methods of generating feature importance by using classic red wine quality validator dataset. By the end of this chapter, you can have a basic concept to use Random forest applied to your projects and compare the result amongst different methods.

Python Robotic Process Automation – Def Functions, Import Custom Modules to Create a Multi-functional Bot

Robotic process automation, or RPA is not only a technology, but also it’s a vital mindset to think of how to leverage bots that can do things like understand what’s on a screen, complete the right keystrokes, navigate systems, identify and extract data, and perform a wide range of defined actions. In Python, the def function is one of the key components to deploy, and create multi-functional bot to complete a whole process of task. So this is why the article is about today.

Chapter 75 – CRUD Notion Page Content Using Notion API & Python

ChatGPT is super blink recently because it transforms our life and work style upside down. Likey I am incline to use OpenAI API GPT3 and GPT 3.5 API as it can totally automate my life and off load repetitive work that wastes time but is critical. Using both of them is just like eating a piece of buttery and marbling rich Wagyu beef.

In fact, we never only have one option. Between API and AI chatbot, Notion AI which is using Anthropic’s Claude generative AI model can perfectly provide you semi-auto AI experience with its AI writing and API capability. Although it’s not as crunch as GPT 3, it impresses users with clear, thin and straight using experience.

In this piece, I would walk you through how to retrieve Notion AI content from Notion private page, and update new content using Notion API.

Google Sheets ImportXML – Automatically Scrape Web and Collect Product Price Info

I am always on the lookout for a unique angle to use freely available or potentially scrapable data sources. Also, It’s indeed frustrating that you have, admittedly, spent hours upon hours trying to learn Python for writing simple web scraper applications, and implementing web scraping automatically, however, at the end you can only discover the data isn’t accessible, interesting or differentiated enough from what’s already out there.

If you just want to automate updating the profit calculator of your eCommerce business, thankfully, there is an easier way to collect data from the web without spending that much hours: Google Sheets ImportXML Function.

JSON vs YAML, Which Data Serialization Is Better?

Any developers or programmers, or even marketers would not feel strange to a data type – JSON. It’s one of the most popular and awesome data serialization language. In fact, there is an alternative called YAML. I believe people who is famiilar with Google ads API must know this data type. In this Python knowledge hub, I would elaborate what are their pros and cons respectively, and how you can better leverage them as a developer and marketer.

Chapter 74 – Flask App Dynamic Sitemap XML Using MongoDB

What a freezing day is like if you build a sitemap and update time by time manually. Or paying for a recurring monthly subscription for just a second work one-off is not a smart decision as well. 

If you are looking for a better way like the feeling of eating better marbling beef meat, this piece is here for you. This article is going to talk about developing dynamic sitemap xml for your Flask App. Let’s go!

Chapter 72 – Build a Blog Content Generator Using OpenAI GPT3 and Easy2Digital API

ChatGPT has been in the spotlight recently. OpenAI GPT3 has been launched since 2020. So in a way, I kind of feel it might be relevant to external factors of the cost of capital and the cost of debt rising which might tighten the business’s operational cost now or this situation might last for a while moving forward. It’s a sort of good timing for AI. Capital-driven is always able to smell the project opportunities in hands.

In this article, I would walk through how to build a blog content generator using OpenAI GPT3 and Easy2Digital APIs to automatically generate blog content in Google Sheets.

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