A date frame df_data that contains information about the pro…

A date frame df_data that contains information about the products in a certain store. It contains several columns: Product ID: This is a unique numerical value for each product. Cost Price: A float value that represents the cost for each product. Sale Price: A float value that contains the sale price for each product. Product Category: This an integer value that takes one of 4 possible values: 0 for baby cloths, 1 for kids cloths, 2 for women cloths and 3 for men cloths. Answer the following questions: 1- Write a code to display the Cost price for each Product Category. 2- Write a code to find the product ID for the product that was sold the most in each Category (in terms of the number of items sold) 3- Write a code to find the total profit from each category. *hint: use groupby

You built a Retrieval-Augmented Generation (RAG) system for…

You built a Retrieval-Augmented Generation (RAG) system for your company.Executives often ask broad, multi-part questions such as “What is our travel policy for contractors and interns?” The AI assistant usually retrieves relevant passages, but the coverage feels incomplete — each answer includes only part of the needed information. To help the system capture more complete answers without drastically increasing noise, what adjustment should you try first?

You’re preparing a dataset to fine-tune your company’s custo…

You’re preparing a dataset to fine-tune your company’s customer-service LLM. The goal is to make the model both accurate and generalizable across different types of customer requests. Which of the following are characteristics of high-quality Supervised Fine-Tuning (SFT) data?(Select all that apply.)