Summary
Anthropic has quickly become one of the leaders in generative AI foundation models. Anthropic’s Claude family of models (Haiku, Sonnet, and Opus) have proven to be able to process various visual formats, a high degree of accuracy, generate high-quality code all while keeping hallucinations under control.
In this course, we will introduce the main concepts behind this class of models and how their functionality is made accessible through the Anthropic API. We will build example applications to illustrate the use of each of these tools and how they can be composed and highlight when to use each model to obtain high-quality outputs at the lowest cost.
Program
Generative AI and Anthropic
Basic Principles
Transformers
Large Language Models
Temperature
Hallucinations
Image Models
API Structure
Claude Models
Basic Usage
Input Formatting
Multi-Step Prompts
Document Summarization
Embeddings
Understanding Embeddings
Questing Answering
Recommendations
Long Texts
Tools
Tool Overview
Structured Outputs
Choosing the Right Tool
Workflow
Code Generation and Explanation
Generating Code from a Prompt
Explaining Existing Code
Generating Comments