The rise of LLMs in the AI landscape

Large Language Models (LLMs) Concepts

Vidhi Chugh

AI strategist and ethicist

Rapid developments in AI

 

An image showing facial recognition as one of the examples of AI application.

 

An image showing Tesla's self-drive car.

1 Freepik, Tesla Youtube Channel
Large Language Models (LLMs) Concepts

AI-powered recommendations

An image of a tablet with AI-powered movie recommendations

An image showing music app with AI-powered recommendations

1 Netflix blog, Medium
Large Language Models (LLMs) Concepts

AI and data-driven tasks

 

  • Sentiment analysis, fraud detection, and more

 

  • Still, lacked human-like interaction

 

  • Enter Large Language Models

 

An image stating that the advancements in language modeling have opened new frontiers in matching human intelligence.

1 Unsplash
Large Language Models (LLMs) Concepts

The AI landscape

A circle showing the field of AI

Large Language Models (LLMs) Concepts

The AI landscape

A Venn diagram showing that Machine Learning is a subset of Artificial Intelligence

Large Language Models (LLMs) Concepts

The AI landscape

A Venn diagram showing that Machine Learning is a subset of Artificial Intelligence, and Deep Learning is a subset of Machine Learning.

Large Language Models (LLMs) Concepts

The AI landscape

A Venn diagram showing Natural Language Processing as part of Machine and Deep Learning.

Large Language Models (LLMs) Concepts

The AI landscape

A Venn diagram showing that LLMs are at the intersection of Natural Language Processing and Deep Learning.

Large Language Models (LLMs) Concepts

Definition of LLMs

 

  • Large
    • Training data and resources

 

Two stack of overflowing folders to symbolize large data

1 Freepik
Large Language Models (LLMs) Concepts

Definition of LLMs

 

  • Large

    • Training data and resources

     

  • Language

    • Human-like text

Illustration of two people and hello written in many languages

1 Freepik
Large Language Models (LLMs) Concepts

Definition of LLMs

 

  • Large

    • Training data and compute power

     

  • Language

    • Human-like text

     

  • Models

    • Learn complex patterns using text data

Illustration symbolizing deep learning

1 Freepik
Large Language Models (LLMs) Concepts

The defining moment

 

A news headline saying: Artificial Intelligence is on the brink of an iPhone moment.

 

A news headline saying: Large Language Models broaden AI's reach in industry and enterprises

A news headline saying: Large Language Models will define AI

A news headline highlighting the advancements in LLMs as a defining moment.

Large Language Models (LLMs) Concepts

Popular language generators

Article listing the best AI LLMs of 2023

1 https://zapier.com/blog/best-ai-chatbot/
Large Language Models (LLMs) Concepts

Applications

 

  • Sentiment analysis
  • Identifying themes
  • Translating text or speech
  • Generating code
  • Next-word prediction

 

Auto-suggestion by a search engine

Large Language Models (LLMs) Concepts

What shall this course cover?

Illustration of data coming from a laptop and a man with a magnifying glass inspecting it

 

  • Conceptual understanding of LLMs

  • Training data considerations

  • Ethical, privacy and environmental concerns

  • The future of LLMs

Large Language Models (LLMs) Concepts

Let's practice!

Large Language Models (LLMs) Concepts

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