Hello and welcome to the Cloud Computing School YouTube channel. In this video, we will provide you with instructions on how to configure and use OpenAI ChatGPT for Advanced Data Analysis for various generative AI scenarios.
In the first part of the video, we will briefly present the most important features of ChatGPT’s Advanced Data Analysis mode. This includes reading and writing files, data analysis techniques such as data cleaning, missing value handling, outlier detection, and data transformation methods like normalization and encoding.
We will also cover statistical analysis, including descriptive and inferential statistics, as well as data visualization techniques such as basic plots, line plots, scatter plots, and advanced plots like heat maps and 3D plots.
Another important aspect we will discuss is software code generation and analysis. This includes generating code snippets for SQL queries, data transformation pipelines, and complete code structures for data analysis and web scraping. We will also explore code analysis tasks like syntax checking and computing code metrics.
Text processing tasks such as text mining and sentiment analysis using libraries like TextBlob or NLTK will be demonstrated. Additionally, we will delve into time series analysis using libraries like StatsModels for ARIMA models and machine learning tasks using libraries like Scikit-learn for model training, evaluation, and deployment.
In the second part of the video, we will provide a list of typical scenarios for using Advanced Data Analysis in OpenAI ChatGPT. These scenarios include generating a QR code for a website, calculating the sum of prime numbers, performing OCR on an uploaded image, creating a video with dramatic effects, recognizing human faces in an image, calculating limits and producer functions of mathematical functions, and implementing underperforming SQL query detection and optimization tasks in Azure SQL Managed Instance.
Each scenario will be demonstrated by executing the corresponding ChatGPT query. We will provide step-by-step instructions without further explanations or technical justifications. You just need to wait for the ChatGPT model to complete the requested operation.
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