AI-Assisted Data Science
This Web site links to resources for the book “AI-Assisted Data Science” by Immanuel Trummer, ordered by chapter. For each resource, you find a link and a short description.
Chapter 1
| Resource | Description |
|---|---|
| Prompt | Example prompt for product review classification |
| Template | Prompt template for product review classification |
Chapter 2
| Resource | Description |
|---|---|
| ChatGPT | Link to the ChatGPT Web interface by OpenAI |
| Review | Example review of BananaBook laptop |
| BananaDB | Notebook supporting queries on the BananaDB database |
Chapter 3
| Resource | Description |
|---|---|
| Visualizations | Notebook for visualizing attention in the BERT model |
Chapter 4
| Resource | Description |
|---|---|
| Roberta XLM | Example description of Roberta Transformer model |
Chapter 5
| Resource | Description |
|---|---|
| Listing 1 | Listing available GPT models |
| Listing 2 | Example output listing available models |
| Listing 3 | Making GPT tell us a story (text completion) |
| Listing 4 | Extract of output for text completion |
| Listing 5 | Customizing story generation via parameters |
| Listing 6 | Text completion with OpenAI’s chat models |
| Listing 7 | Example output of chat completion |
Chapter 6
| Resource | Description |
|---|---|
| Reviews.csv | Small set of movie reviews for sentiment classification |
| Listing 1 | Classifying text by underlying sentiment |
| Listing 2 | Extract from example prompt, classifying one movie review |
| Biographies.csv | Small collection of biographies for text extraction |
| Listing 3 | Extracting structured data from text documents |
| Listing 4 | Extract from example prompt, extracting data from biographies |
| Listing 5 | Example result when extracting tabular data from biographies |
| Textmix.csv | Mix of poems and emails, to be used for document clustering |
| Listing 6 | Clustering text documents via their embedding vectors |
| Listing 7 | Example result when using GPT for text embedding |