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 |
| Biographies.csv | Small collection of biographies for text extraction |
| Listing 2 | Extracting structured data from text documents |
| Textmix.csv | Mix of poems and emails, to be used for document clustering |
| Listing 3 | Clustering text documents via their embedding vectors |
| Listing 4 | Example result when using GPT for text embedding |
Chapter 7
| Resource | Description |
|---|---|
| Games | Tabular data set describing video game sales |
| Games SQLite | SQLite database file containing games data |
| Games NLQI | A natural language query interface on the games database |
| Listing 1 | Translating text questions about video games to SQL queries |
| Listing 2 | Example prompt for translating question to SQL query |
| Listing 3 | Translating questions to SQL queries on arbitrary tabular data |
| Listing 4 | Example interaction with natural language query interface |
| Listing 5 | Example prompt for translating questions into Cypher queries |
| Listing 6 | Translating questions about movies into Cypher queries |
Chapter 8
| Resource | Description |
|---|---|
| Listing 1 | Answering questions about images |
| Fruit 1 | A JPEG image of an apple |
| Listing 2 | Tagging people in images |
| Tagging | Pictures of people for image tagging |
| Listing 3 | Generating suitable titles for videos |
| Cars | A video of cars on a road |
Chapter 9
| Resource | Description |
|---|---|
| Listing 1 | Transcribing audio recordings to text |
| Audio | A sample audio recording for transcription |
| Listing 2 | A voice query interface for tabular data |
| Listing 3 | A speech-to-speech translator |