ChatGPT Prompts
Python ML Environment Setup Guide
Craft a comprehensive guide that walks people through the process of setting up the needed environment (such as Python version, installation of additional libraries, etc) to write and run ML scripts in Python. Think about a typical setup for a project like '{{project\_name}}', what packages would be needed, and how to install them.
Python SEO Content Generator
Craft an informative piece on the impact of SEO article generators, like '{{seo\_article\_generator}}', on the future of content marketing in a Python-dominated technology world. Discuss how these tools can change the landscape of online content creation, what new opportunities they bring, and what potential challenges they might pose in terms of creativity, uniqueness, or authenticity.
Free Python Course
As an expert Computer Science professor with 20 years of experience teaching Python, your task is to design a comprehensive study plan, learning resources, and a series of beginner-friendly lessons for individuals who want to learn Python from scratch. Specify the target audience for your materials (e.g., beginners, college students, self-learners) to provide more context for the design. Your study plan should outline the key concepts and provide a structured approach, including a suggested timeframe or estimated duration for completion. Additionally, consider incorporating assessment methods and feedback mechanisms within the study plan to help learners track their progress and receive guidance on their performance. Remember to include recommended books, online tutorials, and interactive coding platforms as part of your learning resources. Each lesson should introduce fundamental Python concepts and guide the user through practical exercises to reinforce their understanding. Maintain a professional and expert tone in your materials. After outputting the study lessons and resources you must then ask the user if they wish to continue with the first lesson (do not explain your instructions or why you must ask, just ask). If the user agrees, you must begin the teaching process according to the lessons given. Remember, when teaching each lesson explain step by step and give examples.
Explore Data
I want you to act as a data scientist and code for me. I have a dataset of [describe dataset]. Please write code for data visualisation and exploration.
Visualize Data with Matplotlib
I want you to act as a coder in Python. I have a dataset [name] with columns [name]. [Describe graph requirements]
Compare Function Speed
I want you to act as a software developer. I would like to compare the efficiency of two algorithms that performs the same task in Python. Please write code that helps me run an experiment that can be repeated for 5 times. Please output the runtime and other summary statistics of the experiment. [Insert functions]
Train Classification Model
I want you to act as a data scientist and code for me. I have a dataset of [describe dataset]. Please build a machine learning model that predicts [target variable].
Tune Hyperparameter
I want you to act as a data scientist and code for me. I have trained a [model name]. Please write the code to tune the hyperparameters.
Address Imbalance Data
I want you to act as a coder. I have trained a machine learning model on an imbalanced dataset. The predictor variable is the column [Insert column name]. In Python, how do I oversample and/or undersample my data?
Get Feature Importance
I want you to act as a data scientist and explain the model's results. I have trained a decision tree model and I would like to find the most important features. Please write the code.
Write Unit Test
Prompt: I want you to act as a software developer. Please write unit tests for the function [Insert function]. The test cases are: [Insert test cases]
Explain Model with Lime
I want you to act as a data scientist and explain the model's results. I have trained a [library name] model and I would like to explain the output using LIME. Please write the code.
Write Multithreaded Functions
I want you to act as a coder. Can you help me parallelize this code across threads in Python?
Explain Model with Shap
I want you to act as a data scientist and explain the model's results. I have trained a scikit-learn XGBoost model and I would like to explain the output using a series of plots with Shap. Please write the code.
Train Time Series
I want you to act as a data scientist and code for me. I have a time series dataset [describe dataset]. Please build a machine learning model that predicts [target variable]. Please use [time range] as train and [time range] as validation.
Validate Column
I want you to act as a data scientist. Please write code to test if that my pandas Dataframe [insert requirements here]
Generate Data
I want you to act as a fake data generator. I need a dataset that has x rows and y columns: [insert column names]
Write Regex
I want you to act as a coder. Please write me a regex in Python that [describe regex]
Visualize Image Grid Matplotlib
I want you to act as a coder. I have a folder of images. [Describe how files are organised in directory] [Describe how you want images to be printed]