ChatGPT

Q: How deeply does Machine Learning for Tabular Data: XGBoost, Deep Learning, and AI cover ChatGPT?

Demonstrates end-to-end analytical tasks but reports weaker tabular prediction performance than fully supervised models.

As explained in Machine Learning for Tabular Data: XGBoost, Deep Learning, and AI

ChatGPT is a conversational AI system based on large language models that generates responses to user prompts.

ChatGPT supports tabular-data work as an analytical assistant, helping users write commands, interpret results, summarize findings, and present charts or reports. section 1.5

Use ChatGPT to:

Engineer features from textual columns by summarizing, categorizing, identifying themes, and generating Python processing code. section 1.5
Analyze CSV files through preprocessing, analysis, visualization, summarization, and report generation, while producing executable Python code. section 1.5
Interact with tables through natural-language questions, data manipulation, visualization, reporting, and automated prediction. section 1.5

Practical workflow

Give ChatGPT a CSV, request preprocessing and a chart, then inspect the generated Python and visualizations before using the results in a report. section 1.5

How Machine Learning for Tabular Data: XGBoost, Deep Learning, and AI covers it

Cover of Machine Learning for Tabular Data: XGBoost, Deep Learning, and AI

liveBook manning.com

Read Machine Learning for Tabular Data: XGBoost, Deep Learning, and AI on liveBook Get the book at manning.com

Also explained in

liveBook manning.com

Starting Data Analytics with Generative AI and PythonA conversational generative-AI system developed by OpenAI that responds to user prompts with generated content.
liveBook manning.com

AI for Everyday ITChatGPT is OpenAI's conversational generative AI service for interacting with users through natural-language prompts and responses.
liveBook manning.com

Build a Website with ChatGPTChatGPT is a conversational artificial-intelligence system that generates or transforms text and code in response to natural-language prompts.
liveBook manning.com

Data Storytelling with Altair and AIChatGPT is a generative AI conversational system that produces and transforms text from user prompts.
liveBook manning.com

Coding with AIChatGPT is a conversational generative-artificial-intelligence service that generates text and code in response to user prompts.
liveBook manning.com

Introduction to Generative AI, Second EditionChatGPT is a conversational language-model system from OpenAI that generates responses to user prompts.
liveBook manning.com

Data Analysis with LLMsChatGPT is a conversational artificial-intelligence service that lets users interact with OpenAI language models through natural-language messages.
liveBook manning.com

Inside AIChatGPT is a conversational artificial-intelligence system that generates responses to natural-language prompts.
liveBook manning.com

Build Financial Software with Generative AI (From Scratch)A conversational generative-AI system that responds to natural-language prompts and can generate text or code.
liveBook manning.com

Software Testing with Generative AIChatGPT is a conversational artificial-intelligence system that generates responses to user prompts using language-model technology.
liveBook manning.com

Grokking AI ApplicationsChatGPT is a conversational AI system built on generative language models and trained to respond to human users.
liveBook manning.com

LLMs in ProductionChatGPT is a conversational AI service that provides an interactive interface for generating responses from large language models.
liveBook manning.com

The Complete Obsolete Guide to Generative AIA version of the ChatGPT conversational artificial-intelligence service released in 2022.
liveBook manning.com

Troubleshooting Java, Second EditionChatGPT is a conversational AI system that generates natural-language responses to user prompts.
liveBook manning.com

How Large Language Models WorkA conversational artificial-intelligence service developed by OpenAI that generates responses to natural-language prompts.
liveBook manning.com

Grokking Relational Database DesignChatGPT is a conversational generative artificial intelligence service that produces responses to user prompts.
liveBook manning.com

Elasticsearch in Action, Second EditionChatGPT is a conversational artificial-intelligence system that generates human-like text in response to user prompts.
liveBook manning.com

Learn AI-Assisted Python Programming, Second EditionChatGPT is a conversational artificial-intelligence system that generates responses to natural-language prompts using large language models.
liveBook manning.com

Modern AngularChatGPT is an artificial-intelligence conversational system that generates responses from natural-language prompts.

Compare how 20 books explain ChatGPT →

Related concepts

conversational aikind of · Conversational AI is artificial intelligence that enables software systems to interact with users through natural-language dialogue.
language modelkind of · A language model is a computational model that represents patterns in linguistic tokens to estimate sequence probabilities and predict or generate language from context.
GPT modeluses · A GPT model is a generative pretrained Transformer language model that produces text autoregressively by predicting successive tokens from preceding context.
promptused by · An input, typically containing instructions or context, supplied to an artificial-intelligence model to guide or elicit its output.
GPT-4uses · GPT-4 is a generative large language model developed by OpenAI for understanding and generating text and other supported inputs and outputs.
reinforcement learning with human feedbackuses · Reinforcement learning with human feedback is a model-training approach that uses human evaluations or preferences to guide optimization of model behavior.

This explainer was generated by Manning's knowledge graph from the text of Machine Learning for Tabular Data: XGBoost, Deep Learning, and AI. The section links point to the parts of the book it draws on.