The AI Revolution
The AI Revolution
Artificial intelligence (AI) has been one of the most rapidly evolving fields in computer science over the past few decades. AI has been used to solve a wide range of problems, from image recognition to natural language processing. In this essay, I will discuss some of the recent advances in AI, including deep learning, reinforcement learning, and computer vision.
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As AI technology continues to evolve, language generation models have emerged as a promising area of research. These models are designed to generate human-like text or perform tasks based on a given natural language prompt. They have the potential to revolutionize the way we interact with machines and automate many tasks that previously required human intervention.
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The field of LLMs has exploded into the public consciousness in the last 12 months with a wide variety of solutions and applications appearing addressing an ever growing range of purposes. In this section we explore the state of the art in these systems.
An Overview of Current LLMs
An Overview of Current Image & Content Processing LLMs
LLMs are trained on massive datasets, which gives them a deep understanding of a broad context of information. This allows LLMs to reason, make logical inferences, and draw conclusions. Implementing Transformer Neural Networks, LLMs learn context and understanding through sequential data analysis.
How Do LLMs Work?
What is a Transformer Neural Network?
Prompt engineering is the process of designing prompts that can effectively work with large language models like Chat GPT 4. It is an essential skill for anyone who wants to use these generative AI tools effectively.
Introduction to Prompt Engineering
Basic Prompt Techniques
Advanced Prompt Techniques
Expert Prompt Techniques
In the discussion on Advanced Prompt Engineering we introduced a number of advanced techniques. Here we go through each and explain and demonstrate them in more detail.
Prompt Engineering - Control Codes
Prompt Engineering - Templates
Prompt Engineering - Special Tokens
Prompt Engineering - Place Holders
Prompt Engineering - Single & Few Shot Prompting
Prompt Engineering - Chain of Thought Prompting
Prompt Engineering - Self Consistency Prompting
Prompt Engineering - Knowledge Generation Prompting
Prompt Engineering - ReAct
Prompt Engineering - Rewards Prompting
