Live demo of GPT-4o coding assistant and desktop app

OpenAI
13 May 202403:37

TLDRIn the live demo, a user interacts with the GPT desktop app to solve a coding problem involving fetching and smoothing daily weather data for a specific location and time period. The user shares code with the chat GPT, which provides a brief description of the code's functionality. The code is executed, and the app's vision capabilities are used to display a plot showing smoothed average, minimum, and maximum temperatures over a year, with a notable weather event marked. Chat GPT accurately describes the plot and identifies the hottest temperatures occurring in July and August, with temperatures ranging between 25°C and 30°C. The demonstration highlights the app's ability to assist with coding problems and interact with code outputs, showcasing its utility in a coding context.

Takeaways

  • 💻 The demo involves using a computer with a specific desktop app called 'chat GPT'.
  • 🗣️ The chat GPT voice app can hear the user but cannot see anything on the screen.
  • 📝 The user shares code with chat GPT by highlighting it, which then sends it for analysis.
  • 🔍 Chat GPT provides a brief description of the code's functionality, which is to fetch and analyze weather data.
  • 📈 The code includes a function `Fu` that smooths temperature data using a rolling average.
  • 📊 The plot generated from the code displays smoothed average, minimum, and maximum temperatures with an annotation for significant weather events.
  • 🌡️ The hottest temperatures, occurring in July and August, range between 25°C and 30°C.
  • 👀 Chat GPT's desktop app has vision capabilities that allow it to see the computer screen and the plot generated.
  • 📅 The plot's time frame is throughout the year 2018, with a notable rainfall event marked in late September.
  • 🔢 Chat GPT can interact with code bases, analyze outputs, and assist with various problems, including linear algebra equations.
  • 🔧 The demonstration showcases the utility of chat GPT as a coding assistant that can both understand and visualize code results.

Q & A

  • What is the main purpose of the code discussed in the transcript?

    -The code's main purpose is to fetch daily weather data for a specific location and time period, smooth the temperature data using a rolling average, annotate a significant weather event on the resulting plot, and then display the plot with the average, minimum, and maximum temperatures over the year.

  • How does the function 'Fu' contribute to the plot?

    -The function 'Fu' smooths the average, minimum, and maximum temperature columns by applying a rolling mean over the specified window size. This results in a plot with smoother temperature lines as it reduces the noise or fluctuations in the data.

  • What is the significance of the rolling average in the code?

    -The rolling average is used to smooth out the temperature data, making the plot's temperature lines less noisy and more representative of the underlying trends by averaging out short-term fluctuations.

  • What does the plot display after the code is executed?

    -The plot displays smoothed average, minimum, and maximum temperatures throughout 2018, with a notable annotation marking a significant rainfall event in late September.

  • When does the hottest temperature occur according to the plot?

    -The hottest temperatures occur around July and August, with the maximum temperature during these months being roughly between 25°C and 30°C (77°F to 86°F).

  • What is the temperature scale used on the y-axis of the plot?

    -The y-axis of the plot uses the Celsius scale, with temperatures labeled as average, minimum, and maximum.

  • How does Chat GPT assist with the coding problem?

    -Chat GPT assists by providing a brief description of the code's functionality, explaining the impact of specific functions on the plot, and offering insights into the plot's visual representation after the code is executed.

  • What is the role of the chat GPT voice app in this scenario?

    -The chat GPT voice app serves as an interactive assistant that can hear the user's queries but cannot see the screen. It communicates with the user through text and helps with coding problems by analyzing the shared code.

  • How does the chat GPT desktop app enhance the interaction?

    -The chat GPT desktop app enhances the interaction by providing vision capabilities, allowing it to see the plot and other visual elements on the screen, thus offering a more comprehensive assistance.

  • What is the benefit of using the chat GPT for code analysis?

    -The benefit of using chat GPT for code analysis is that it can understand and interpret the code, provide explanations, and even visualize the output, offering a more interactive and informative experience for the user.

  • What kind of weather event is annotated on the plot?

    -A significant rainfall event in late September is annotated on the plot.

  • How does the user share the code with chat GPT?

    -The user highlights the code and sends it to chat GPT, which then receives and analyzes the code for further interaction.

  • What is the user's request to chat GPT after sharing the code?

    -The user requests chat GPT to give a brief one-sentence description of what's going on in the code.

  • How does the user generate and share the plot with chat GPT?

    -The user runs the code to generate the plot and then uses the vision capabilities of the chat GPT desktop app to share and discuss the plot.

Outlines

00:00

💻 Coding Assistance with Chat GPT

The speaker is using a computer with a code and the Chat GPT voice app open. They explain that Chat GPT can hear but not see the screen. They then highlight a code command to send it to Chat GPT for assistance with a coding problem. The code is about fetching and smoothing daily weather data, annotating significant weather events, and displaying a plot with average temperatures. The speaker asks Chat GPT to describe the code's function and the expected plot appearance. Chat GPT explains that the function will smooth the temperature data, resulting in a plot with less noise. The speaker then runs the code and shares the plot with Chat GPT, which provides a brief overview of the smoothed temperature data for 2018, including a notable rainfall event. The speaker also inquires about the hottest temperatures and their corresponding months.

Mindmap

Keywords

💡GPT

GPT, which stands for 'Generative Pre-trained Transformer', is a type of artificial intelligence model used for generating human-like text. In the context of the video, it is used as a coding assistant that can interact with the user through voice and chat interfaces, helping with coding problems and analyzing code outputs.

💡Desktop App

A desktop app refers to a software application designed to run on a personal computer rather than in a web browser. In the video, the user opens a 'GBT desktop app' which is likely a user interface for interacting with the GPT model, allowing for code sharing and visual representation of code outputs.

💡Coding Problem

A coding problem is a challenge or task that requires writing or modifying computer code to achieve a specific outcome. In the video, the user seeks help from GPT with a coding problem related to fetching and analyzing weather data.

💡Code

Code, in the context of programming, refers to the set of instructions written in a programming language that a computer can understand and execute. The video involves the user sharing and discussing a piece of code with GPT.

💡Rolling Average

A rolling average, also known as a moving average, is a calculation to analyze data points by creating a series of averages of different subsets of the data. In the video, the code uses a rolling average to smooth temperature data over a specified window size.

💡Data Frame

A data frame is a two-dimensional data structure in programming, often used to represent tabular data where each column represents a variable. In the script, a data frame 'X' contains temperature data which is processed by the rolling average function.

💡Plot

In the context of data visualization, a plot is a graphical representation of information, typically using charts or graphs. The video discusses generating a plot to visualize smoothed temperature data over a year.

💡Temperature Data

Temperature data refers to numerical information that represents measurements of temperature at various points in time or space. The video's code is focused on fetching and analyzing daily temperature data for a specific location.

💡Significant Weather Event

A significant weather event is a notable occurrence in the atmosphere that has an impact, such as a heavy rainfall or a storm. In the video, the code is designed to annotate a significant weather event, such as a big rainfall, on the resulting plot.

💡Vision Capabilities

Vision capabilities refer to the ability of a system to interpret and understand visual information. In the video, the chat GPT desktop app is said to have vision capabilities that allow it to see and analyze the plot displayed on the screen.

💡Linear Algebra

Linear algebra is a branch of mathematics that deals with linear equations and their representations in vector spaces and through matrices. The video briefly mentions that GPT can help solve 'very easy linear algebra equations,' indicating its mathematical problem-solving abilities.

Highlights

Live demo of GPT-4o coding assistant and desktop app is showcased.

The GPT-4o app can hear but not see the screen content.

Code is highlighted and sent to chat GPT for interaction.

Chat GPT provides a brief description of the code's functionality.

The code fetches and smooths daily weather data, annotates significant events, and displays a plot.

Function FuXY is explained for smoothing temperature data.

Applying Fu function results in smoother temperature lines in the plot.

Vision capabilities of the chat GPT desktop app allow it to see the screen.

Plot displays smoothed average, minimum, and maximum temperatures for 2018.

A significant rainfall event is annotated on the plot in late September.

Hottest temperatures occur in July and August, ranging between 25° and 30°C.

The y-axis of the plot is in Celsius, with temperature labels accordingly.

Chat GPT assists with solving linear algebra equations and interacting with code bases.

The demo illustrates the practical application of GPT-4o in aiding with coding problems.

GPT-4o's interaction with code and plot outputs enhances user experience.

The GPT-4o app is capable of understanding and responding to voice commands.

The desktop app's vision feature enables real-time feedback on visual content.

GPT-4o demonstrates the ability to process and analyze complex data efficiently.