| File Name: | Generative AI for Data Analysis and Engineering with ChatGPT |
| Content Source: | https://www.udemy.com/course/generative-ai-for-data-analysis-and-engineering-with-chatgpt/ |
| Genre / Category: | Other Tutorials |
| File Size : | 4.2 GB |
| Publisher: | udemy |
| Updated and Published: | October 01, 2024 |
What you’ll learn
- Data analysis is the process of studying or manipulating a dataset to gain some sort of insight
- Big News: Introducing ChatGPT-4o
- How to Use ChatGPT-4o?
- Chronological Development of ChatGPT
- What Are the Capabilities of ChatGPT-4o?
- As an App: ChatGPT
- Voice Communication with ChatGPT-4o
- Instant Translation in 50+ Languages
- Interview Preparation with ChatGPT-4o
- Visual Commentary with ChatGPT-4o
- ChatGPT for Generative AI Introduction
- Accessing the Dataset
- First Task: Field Knowledge
- Continuing with Field Knowledge
- Loading the Dataset and Understanding Variables
- Delving into the Details of Variables
- Let’s Perform the First Analysis
- Updating Variable Names
- Examining Missing Values
- Examining Unique Values
- Examining Statistics of Variables
- Exploratory Data Analysis (EDA)
- Categorical Variables (Analysis with Pie Chart)
- Importance of Bivariate Analysis in Data Science
- Numerical Variables vs Target Variable
- Categoric Variables vs Target Variable
- Correlation Between Numerical and Categorical Variables and the Target Variable
- Examining Numeric Variables Among Themselves
- Numerical Variables – Categorical Variables
- Numerical Variables – Categorical Variables with Swarm Plot
- Relationships between variables (Analysis with Heatmap)
- Preparation for Modeling
- Dropping Columns with Low Correlation
- Struggling Outliers
- Visualizing Outliers
- Dealing with Outliers
- Determining Distributions
- Determining Distributions of Numeric Variables
- Applying One Hot Encoding Method to Categorical Variables
- Feature Scaling with the RobustScaler Method for Machine Learning Algorithms
- Feature Scaling with the RobustScaler Method for Machine Learning Algorithms
- Logistic Regression Algorithm
- Cross Validation
- ROC Curve and Area Under Curve (AUC)
- ROC Curve and Area Under Curve (AUC)
- Hyperparameter Tuning for Logistic Regression Model
- Decision Tree Algorithm
- Support Vector Machine Algorithm
- Random Forest Algorithm
- Generative AI is artificial intelligence (AI) that can create original content in response to a user’s prompt or request
DOWNLOAD LINK: Generative AI for Data Analysis and Engineering with ChatGPT
FILEAXA.COM – is our main file storage service. We host all files there. You can join the FILEAXA.COM premium service to access our all files without any limation and fast download speed.
