ChatGPT Enterprise: Advanced Data Analysis

What is ChatGPT?

ChatGPT is a Generative AI large language model (LLM) that accepts plain text input and gives you back a result in text and other forms.

OpenAI family includes its base models, GPT-3.5-Turbo and the most recent GPT-4, that can do simultaneous text and source-code generation, which is called as Codex. Once can provide a plain text prompt to get back source code or to submit source code for analysis.

Code capability is baked into GPT-35-Turbo and GPT-4.

DALL-E also is an extension of GPT-3.5-Turbo and GPT-4, it accepts plain text prompts and gives you back generative image content.

OpenAI improving and innovating day by day with more model variants to include more capabilities like to generate audio from text input prompts.

At present, any user can use its free web application at https://chat.openai.com

For GPT-4 and plugins, user need to get a paid subscription.

What is ChatGPT Enterprise?

ChatGPT Enterprise is a subscription plan which offers enterprise-grade security and privacy, unlimited higher-speed GPT-4 Turbo access, longer context windows for processing longer inputs, advanced data analysis capabilities, customization options, and much more. It has unlimited, high-speed GPT-4 access (including Advanced Data Analysis plugin)

Advantages of ChatGPT Enterprise:

1. Unlimited and High-speed GPT-4 access (including Advanced Data Analysis plugin)
2. Expended capabilities with GPT-4 Turbo
3. Increased speed and lower latency
4. Shareable custom GPTs
5. 32000 token context windows (16X more tokens available than GPT-3.5)
6. Centralized user management
7. Customer prompts or data are not used for training models.
8. AES-256 at-rest encryption; TLS 1.2+ in transit encryption
9. SOC 2 compliant
10. Analytics dashboard
11. Python runtime with Advanced Data Analysis

ChatGPT Plugins

ChatGPT plugin is simply an API that allows you to extend ChatGPT's native or core functionality.

REST API service has three constituent parts:

1. Manifest that describes the plugin,
2. API definition means what it does.
3. OpenAPI schema to make document easier.

There are several applications available in market which do automated tasks. For ex.

1. Zapier (Workflow automation software)
2. IFTTT (Automation for Business and Home)
3. Azure Logic Apps (Cloud platform to create and run automated workflows with little or no code)
4. Microsoft Power Automate (A comprehensive, end-to-end cloud automation platform powered by low code and AI)

ChatGPT Enterprise Use Cases

1. Clean data of redundancies, missing information, and bias
2. Extract insights from complex, file-based datasets when goal is to get business insights from data.
3. Generate meaningful visualizations for stakeholders, managers, customers etc.
4. Forecast future trends to avoid future problems.
5. Conduct sentiment analysis for identify positive and negative sentiments based on customer feedback and reviews.?

Advanced Data Analysis Plugin

This was created by OpenAI and originally called the Code Interpreter plugin. Sometimes erroneously called the "Advanced Data Analytics" plugin.

Features of Advanced data analysis plugin

1. It has Cloud-based Python interpreter
2. File handling and data preprocessing
3. Data manipulation (Ex. Submit a single file and ask the AI to decompose it into multiple files)
4. Statistical Tests
5. Visualization
6. Reporting

Limitations of ChatGPT Enterprise

1. There is no connectivity to external data sources or databases.
2. 512 MB maximum file size
3. 10 simultaneous uploads - means you can upload up to 10 files at a time.

Supported File Types (Input)

1. CSV (Comma Separated Values) Files - .csv
2. Excel Files - .xls, .xlsx
3. JSON (JavaScript Object Notation) Files - .json
4. XML (eXtensible Markup Language) Files - .xml
5. Text Files - .txt
6. SQL Database Files -.db, .sqlite
7. Parquet Files - . parquet
8. HDF5 Files - .h5
9. Jupyter notebooks (.ipynb)???

Supported File Types (Output)

1. CSV (Comma Separated Values) Files - .csv
2. Excel Files - .xls, .xlsx
3. JSON (JavaScript Object Notation) Files - .json
4. XML (eXtensible Markup Language) Files - .xml
5. Text Files - .txt
6. SQL Database Files - .db, .sqlite
7. Parquet Files - .parquet
8. HDF5 Files - .h5
9. PDF (Portable Document Format) - .pdf
10. HTML (HyperText Markup Languages) Files - .html
11. Markdown Files - .md
12. PNG/JPEG Images - .png, .jpg

Important Links

https://openai.com/index/introducing-chatgpt-enterprise

https://openai.com/chatgpt/enterprise

https://help.openai.com/en/articles/8265053-what-is-chatgpt-enterprise

https://openai.com/index/gpt-4

https://github.com/openai/openai-cookbook

https://www.postman.com/devrel/workspace/openai/overview

https://chat.openai.com

Credit

Credit goes to Pluralsight Author Tim Warner. Ref. https://app.pluralsight.com/profile/author/tim-warner

Thank you to read this article.