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Course Outline
Module 1: Introduction to GPT-3 and its capabilities
- Overview of GPT-3 and its language processing capabilities
- Comparison of GPT-3 with other language models
- Understanding the input and output format of GPT-3
Module 2: Building a basic chatbot using GPT-3
- Setting up the development environment
- Connecting to the GPT-3 API
- Implementing a basic chatbot using GPT-3
- Testing and debugging the chatbot
Module 3: Advanced features of GPT-3
- Fine-tuning GPT-3 for specific tasks
- Using GPT-3 to generate responses with specific attributes (e.g. sentiment, tone)
- Incorporating context into GPT-3's responses
Module 4: Training GPT-3 on custom datasets
- Understanding the format and structure of training data
- Preparing and cleaning custom datasets
- Fine-tuning GPT-3 on custom datasets to improve performance
- Evaluating the performance of GPT-3 on custom datasets
Module 5: Deploying and maintaining a GPT-3 chatbot
- Best practices for deploying a GPT-3 chatbot
- Monitoring and troubleshooting a GPT-3 chatbot
- Updating and maintaining a GPT-3 chatbot
Module 6: Case studies and real-world examples
- Examples of chatbots built using GPT-3
- Discussion of the challenges and considerations in building chatbots with GPT-3
- Opportunities and future directions for GPT-3 chatbots
Module 7: Project work
- Applying the knowledge learned in the previous modules to develop a final project
- Guided by the instructor for the final project
- Presentation of the final project
The course could also include additional features such as hands-on coding exercises, quizzes, and opportunities for students to work on their own projects and receive feedback from the instructor.
Requirements
- Familiarity with basic programming concepts such as variables, loops, and functions
- Familiarity with at least one programming language, such as Python or JavaScript
- Basic understanding of natural language processing (NLP) concepts
- Basic understanding of machine learning concepts
- Familiarity with API's and web development concepts
- A laptop with internet access
- Basic knowledge of chatbot development or conversational agents is a plus but not a must.
35 Hours