Prompting strategy

To effectively utilize ChatGPT for generating code for sentiment analysis machine learning tasks, we need to develop a comprehensive prompting strategy tailored to the specific features and requirements of sentiment analysis using the Amazon product review dataset.

Strategy 1: Task-Actions-Guidelines (TAG) prompt strategy

1.1 – task: The specific task or goal is to build and optimize a machine learning model for sentiment analysis using the Amazon product review dataset.

1.2 – actions: The key steps involved in building and optimizing a machine learning model for sentiment analysis include:

• Data preprocessing: Tokenization, lowercasing, removing stopwords and punctuation, and feature engineering (e.g., TF-IDF encoding, word embeddings).
• Model selection: Choose baseline machine learning models such as logistic regression, Naive Bayes, or SVMs.

1.3 – guidelines: We will provide the following guidelines to...