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⏱ 2h 30m📚 25 lessons🎧 Audio version
OpenAI Python SDK: Token Counting with Tiktoken
Master token counting using the OpenAI Python SDK and Tiktoken library to optimize costs and manage context for large language models.
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About this course
Understanding how Large Language Models (LLMs) process text into tokens is fundamental for effective and cost-efficient AI application development. This course guides you through the essential skill of token counting, a critical step for managing API usage and respecting context window limits.
By completing this course, you will confidently apply the Tiktoken library to accurately count tokens for various OpenAI models, enabling you to design more efficient prompts and manage your API expenses effectively. You will gain a solid foundation in tokenization principles and practical experience with the tools used in modern LLM development.
What you'll learn:
* Understand the core concepts of tokenization and its role in Large Language Models
* Learn to install and configure the Tiktoken library for Python projects
* Apply Tiktoken to accurately count tokens for different OpenAI models
* Analyze token usage to effectively manage API costs and budget for AI applications
* Explore the implications of token limits on prompt design and context window management
* Practice implementing token counting in practical Python code snippets
* Develop strategies for optimizing token usage in basic prompt engineering scenarios
This course begins with foundational definitions of tokens and tokenization, then progresses to hands-on application of the Tiktoken library. You will read explanations and practice with code examples to build your skills.
This course is designed for beginners with basic Python knowledge who are new to working with Large Language Models and the OpenAI API. No prior experience with AI or natural language processing is required.
Start learning how to master token counting for your AI projects today.
Course contents
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⚡Short & focused 2h 30m of practical content
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