AI-Assisted Data Science: Large Language Models for Multimodal Data Analysis
English | eBook | Size: 17.08 MB
Speed up common data science tasks with AI assistants like ChatGPT and Large Language Models (LLMs) from Anthropic, Cohere, AI21, Hugging Face, and more!
Using ChatGPT and other AI-powered tools, you can analyze almost any kind of data with just a few short lines of plain English. In AI-Assisted Data Science, you’ll learn important techniques for streamlining your data science practice, expanding your skillset and saving you hours-or even days-of time.
Inside, you’ll learn how to use AI Assistants to:
• Analyze text, tables, images, and audio files
• Extract information from multi-modal data lakes
• Classify, cluster, transform, and query multimodal data
• Build natural language query interfaces over structured data sources
• Use LangChain to build complex data analysis pipelines
• Prompt engineering and model configuration
This practical book takes you from your first prompts through advanced techniques like building automated analysis pipelines and fine-tuning existing models. You’ll learn how to create meaningful reports, generate informative graphs, and much more.
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