Hands-on with OpenAI’s API
#>
#> Attaching package: 'jsonlite'
#> The following object is masked from 'package:purrr':
#>
#> flatten
#> Warning in readLines("admin/secrets/openai_api_key.txt"): incomplete final line
#> found on 'admin/secrets/openai_api_key.txt'
#> $id
#> [1] "chatcmpl-B2LI1GL2xlQY4MtFfQj9lqeyCFvjC"
#>
#> $object
#> [1] "chat.completion"
#>
#> $created
#> [1] 1739898193
#>
#> $model
#> [1] "gpt-3.5-turbo-0125"
#>
#> $choices
#> index message.role
#> 1 0 assistant
#> message.content
#> 1 1. Define the problem: Clearly identify the problem that needs to be solved and determine the goals and objectives of the project.\n\n2. Data collection: Gather relevant data from various sources, such as databases, APIs, and files.\n\n3. Data cleaning and preprocessing: Clean the data by removing missing values, outliers, and inconsistencies, and preprocess it by transforming, normalizing, and encoding it for analysis.\n\n4. Exploratory data analysis: Use statistical techniques and visualization tools to explore and understand the patterns and relationships in the data.\n\n5. Feature engineering: Create new features or transform existing ones to improve the performance of the machine learning models.\n\n6. Model selection and training: Choose appropriate machine learning algorithms and train them on the data to make predictions or uncover patterns.\n\n7. Model evaluation: Evaluate the performance of the models using metrics such as accuracy, precision, recall, and F1 score.\n\n8. Model optimization: Fine-tune the model parameters and hyperparameters to improve its performance.\n\n9. Deployment: Deploy the model in a production environment and monitor its performance over time.\n\n10. Interpretation and communication: Interpret the results of the analysis and communicate the findings and insights to stakeholders in a clear and understandable manner.
#> message.refusal logprobs finish_reason
#> 1 NA NA stop
#>
#> $usage
#> $usage$prompt_tokens
#> [1] 19
#>
#> $usage$completion_tokens
#> [1] 246
#>
#> $usage$total_tokens
#> [1] 265
#>
#> $usage$prompt_tokens_details
#> $usage$prompt_tokens_details$cached_tokens
#> [1] 0
#>
#> $usage$prompt_tokens_details$audio_tokens
#> [1] 0
#>
#>
#> $usage$completion_tokens_details
#> $usage$completion_tokens_details$reasoning_tokens
#> [1] 0
#>
#> $usage$completion_tokens_details$audio_tokens
#> [1] 0
#>
#> $usage$completion_tokens_details$accepted_prediction_tokens
#> [1] 0
#>
#> $usage$completion_tokens_details$rejected_prediction_tokens
#> [1] 0
#>
#>
#>
#> $service_tier
#> [1] "default"
#>
#> $system_fingerprint
#> NULL