150+ ChatGPT Prompt for Advanced Python Coding
Unlock the power of advanced Python coding with detailed, actionable coding prompts to refine your skills and achieve coding mastery.
Advanced Python coding is a game-changer for any developer striving for efficiency and innovation.
Mastering coding prompts unlock ways to create smarter scripts, optimize workflows, and solve complex problems.
This article delivers 150+ crafted ChatGPT prompts for advanced Python programming, helping you maximize your potential and tackle real-world challenges.
Whether you're automating systems or debugging intricate scripts, these prompts are tailored to inspire creativity and efficiency in Python development.
Detailed Prompts for Advanced Python Coding
✔️ Act as a Python Debugging Expert
Prompt: Act as a Python debugging expert. Help me identify and fix issues in my code snippet while ensuring efficient execution. My code is as follows: [Paste your code here]. Suggest improvements, spot errors, and explain the logic behind each correction.
✔️ Act as a Python Optimization Specialist
Prompt: Act as a Python optimization specialist. Suggest ways to improve the runtime and memory usage of the following script without altering its functionality. My code: [Insert code]. Explain the changes step-by-step.
✔️ Act as a Python Data Scientist
Prompt: Act as a Python data scientist. Create an advanced function to clean and preprocess a dataset for machine learning. Include handling missing values, encoding categorical data, and scaling numerical features. Explain the rationale for each step.
✔️ As a Python Automation Expert
Prompt: As a Python automation expert, write a script to automate daily email reporting with charts. Include proper documentation and error handling. Use libraries likesmtplib
,matplotlib
, andpandas
.
✔️ Act as a Python Algorithm Specialist
Prompt: Act as a Python algorithm specialist. Write and optimize an implementation of the Dijkstra algorithm for finding the shortest path in a weighted graph. Include comments explaining each part.
✔️ Act as a Python Web Scraping Guru
Prompt: Act as a Python web scraping guru. Write an advanced script to scrape dynamic content from [website URL]. Use Selenium or BeautifulSoup. Explain challenges and solutions in working with dynamic pages.
✔️ Act as a Python API Developer
Prompt: Act as a Python API developer. Create a RESTful API for a to-do list app using Flask. Include endpoints for CRUD operations, authentication, and error handling. Explain your implementation.
✔️ Act as a Python Testing Framework Designer
Prompt: Act as a Python testing framework designer. Write unit tests for the following script usingunittest
orpytest
. Ensure test cases cover edge cases, exceptions, and expected outputs. My code: [Paste your script].
✔️ Act as a Python Cryptography Expert
Prompt: Act as a Python cryptography expert. Implement an encryption and decryption mechanism using RSA or AES. Explain the security measures taken in your implementation.
✔️ Act as a Python Regex Wizard
Prompt: Act as a Python regex wizard. Write regular expressions to extract email addresses, phone numbers, and URLs from a given text. Explain the regex patterns you used.
✔️ Act as a Python Game Developer
Prompt: Act as a Python game developer. Write a Python script for a simple 2D game using the Pygame library. Include collision detection, scoring, and a game-over condition.
✔️ Act as a Python Bot Developer
Prompt: Act as a Python bot developer. Write a Python bot to automate replies on a specific messaging platform (e.g., Telegram, Discord). Ensure robust error handling and scalability.
✔️ As a Python Backend Developer
Prompt: As a Python backend developer, build a database-driven application using Django. Include authentication, form validation, and error handling. Explain your code structure.
✔️ Act as a Python Mentor
Prompt: Act as a Python mentor. Guide me through solving a real-world problem using Python. Suggest libraries, best practices, and modular coding techniques.
✔️ Act as a Python Security Analyst
Act as a Python security analyst. Write a Python script to detect and mitigate SQL injection attacks in web applications. Provide detailed explanations of how the script works.
✔️ Act as a Python Data Visualization Specialist
Act as a Python data visualization specialist. Create interactive dashboards using Plotly or Dash to analyze sales data trends. Include sample data and code.
✔️ Act as a Python ETL Developer
Act as a Python ETL developer. Write a script to extract data from multiple sources, transform it by cleaning and normalizing, and load it into a database.
✔️ Act as a Python Machine Learning Engineer
Act as a Python machine learning engineer. Create and train a custom classification model using Scikit-learn. Include hyperparameter tuning and evaluation metrics.
✔️ As a Python Image Processing Expert
As a Python image processing expert, write a script using OpenCV to detect and annotate faces in images. Include explanations for each function used.
✔️ Act as a Python Blockchain Developer
Act as a Python blockchain developer. Write a script to simulate a basic blockchain with functionality for adding blocks and verifying integrity.
✔️ Act as a Python Parallel Computing Specialist
Act as a Python parallel computing specialist. Demonstrate how to speed up a computation-heavy script using multiprocessing or threading.
✔️ As a Python Chatbot Developer
As a Python chatbot developer, build an advanced conversational chatbot using NLTK or Hugging Face Transformers. Include response generation and intent recognition.
✔️ Act as a Python GraphQL Developer
Act as a Python GraphQL developer. Write a script using Graphene to create a GraphQL API for a book inventory system. Include query and mutation examples.
✔️ Act as a Python Social Media Automation Expert
Act as a Python social media automation expert. Automate posting and data scraping from platforms like Twitter or Instagram using APIs.
✔️ Act as a Python Text Processing Guru
Act as a Python text processing guru. Write a script to summarize a long document using natural language processing techniques. Explain the algorithm used.
✔️ Act as a Python Financial Analyst
Act as a Python financial analyst. Create a Python program to analyze stock market trends and visualize historical price movements using Matplotlib.
✔️ Act as a Python NLP Researcher
Act as a Python NLP researcher. Build a sentiment analysis tool using Python and pretrained models like BERT. Include preprocessing and prediction steps.
✔️ Act as a Python Real-Time Data Analyst
Act as a Python real-time data analyst. Write a script to process and analyze streaming data using Apache Kafka and Python.
✔️ As a Python File System Expert
As a Python file system expert, write a script to organize files into folders based on their types and creation dates. Explain the file handling process.
✔️ Act as a Python IoT Developer
Act as a Python IoT developer. Write a Python script to interface with an IoT device using MQTT protocol. Include code for publishing and subscribing to topics.
✔️ Act as a Python Cloud Computing Specialist
Act as a Python cloud computing specialist. Create a script to deploy a machine learning model to AWS Lambda for inference. Include deployment steps.
✔️ Act as a Python Compiler Designer
Act as a Python compiler designer. Write a Python program to convert an arithmetic expression into a syntax tree. Explain the parsing process.
✔️ As a Python Unit Test Specialist
As a Python unit test specialist, write comprehensive test cases for the following function usingunittest
andpytest
. Function: [Insert Function].
✔️ Act as a Python Game AI Programmer
Act as a Python game AI programmer. Write an AI bot for a Tic-Tac-Toe game that uses the minimax algorithm to make optimal moves.
✔️ Act as a Python PDF Manipulation Expert
Act as a Python PDF manipulation expert. Write a Python script to extract text, images, and metadata from PDF files using PyPDF2.
✔️ Act as a Python WebSocket Developer
Act as a Python WebSocket developer. Create a real-time chat application using WebSockets in Python. Include server and client-side implementations.
✔️ Act as a Python Code Review Assistant
Act as a Python code review assistant. Review the following code for style, performance, and scalability issues. Provide suggestions for improvement: [Insert Code].
✔️ Act as a Python Statistics Specialist
Act as a Python statistics specialist. Write a Python script to calculate descriptive statistics (mean, median, variance) for a given dataset.
✔️ Act as a Python Function Decorator Guru
Act as a Python function decorator guru. Create custom decorators to log function execution time and handle exceptions elegantly.
✔️ Act as a Python Compiler for Education
Act as a Python compiler for education. Create an educational Python program that demonstrates step-by-step how recursion works using visual aids.
✔️ As a Python GIS Expert
As a Python GIS expert, create a Python script to process and analyze geospatial data using Geopandas and Matplotlib. Include map visualization.
✔️ Act as a Python File Encryption Specialist
Act as a Python file encryption specialist. Write a Python script to encrypt and decrypt text files securely using the cryptography
library.
✔️ Act as a Python Error Handling Coach
Act as a Python error handling coach. Demonstrate best practices for error handling in Python scripts with practical examples.
✔️ Act as a Python Middleware Developer
Act as a Python middleware developer. Create middleware for a Flask application to log user activities and monitor API usage.
✔️ Act as a Python String Manipulation Specialist
Act as a Python string manipulation specialist. Write a script to perform advanced operations like reversing words, removing duplicates, and finding palindromes.
✔️ Act as a Python Sorting Algorithm Expert
Act as a Python sorting algorithm expert. Implement and compare the performance of merge sort, quicksort, and heapsort on large datasets.
✔️ Act as a Python Audio Processing Engineer
Act as a Python audio processing engineer. Write a script to analyze audio files and extract features like pitch, tempo, and amplitude using Librosa.
✔️ As a Python Network Security Consultant
As a Python network security consultant, write a script to scan for open ports and vulnerabilities on a given IP address usingsocket
andscapy
.
✔️ Act as a Python CRUD App Designer
Act as a Python CRUD app designer. Build a Python application for managing user data with a MySQL database backend. Include documentation.
✔️ Act as a Python Web Optimization Expert
Act as a Python web optimization expert. Write a Python script to compress images and minify CSS/JS files for a faster-loading website.
✔️ Act as a Python Currency Converter Developer
Act as a Python currency converter developer. Write a script to fetch real-time exchange rates using APIs and perform currency conversions.
✔️ Act as a Python Bioinformatics Programmer
Act as a Python bioinformatics programmer. Write a Python script to analyze DNA sequences and identify potential genetic patterns.
✔️ Act as a Python Code Complexity Reducer
Act as a Python code complexity reducer. Optimize the following code for readability and maintainability. My code: [Insert Code].
✔️ Act as a Python Video Processing Expert
Act as a Python video processing expert. Create a script using OpenCV to detect and track objects in video frames.
✔️ Act as a Python E-commerce Data Analyst
Act as a Python e-commerce data analyst. Write a script to analyze sales data, identify trends, and recommend strategies to increase revenue.
✔️ Act as a Python Memory Optimization Specialist
Act as a Python memory optimization specialist. Suggest ways to reduce memory usage in the following script: [Insert Code].
✔️ Act as a Python Design Pattern Mentor
Act as a Python design pattern mentor. Demonstrate the implementation of the Singleton, Factory, and Observer patterns in Python.
✔️ As a Python Algorithm Visualizer
As a Python algorithm visualizer, write a script to animate sorting algorithms (e.g., bubble sort, quicksort) step-by-step using Matplotlib.
✔️ Act as a Python Code Refactoring Assistant
Act as a Python code refactoring assistant. Refactor the following code to follow Pythonic best practices: [Insert Code].
✔️ Act as a Python Backup Automation Expert
Act as a Python backup automation expert. Write a script to automate incremental backups of files and databases to a cloud storage service.
✔️ Act as a Python Compiler Debugger
Act as a Python compiler debugger. Write a script to identify and explain syntax errors, logical errors, and runtime exceptions in provided Python code.
✔️ Act as a Python Data Pipeline Engineer
Act as a Python data pipeline engineer. Build a pipeline to fetch, process, and visualize large datasets using Apache Airflow.
✔️ Act as a Python Test Automation Expert
Act as a Python test automation expert. Automate the testing of a web application using Selenium. Include detailed setup and test case examples.
✔️ As a Python Queue Management Specialist
As a Python queue management specialist, write a program to simulate customer queues in a bank, complete with priority handling for VIP customers.
✔️ Act as a Python Error Logger
Act as a Python error logger. Build a script to log application errors with timestamps and severity levels to a text file or database.
✔️ Act as a Python Streaming Data Visualizer
Act as a Python streaming data visualizer. Use Matplotlib and Pandas to create live graphs from continuously updating data sources.
✔️ Act as a Python File Integrity Checker
Act as a Python file integrity checker. Write a script to calculate and compare MD5 checksums of files for integrity verification.
✔️ As a Python Social Media Scraper
As a Python social media scraper, write a script to extract trending hashtags and analyze post engagement metrics from Instagram or Twitter.
✔️ Act as a Python Function Performance Tester
Act as a Python function performance tester. Write a program to measure and compare the execution time of two functions performing the same task.
✔️ Act as a Python Library Developer
Act as a Python library developer. Create a custom Python package for handling common data science operations, including data cleaning and visualization.
✔️ Act as a Python Multithreading Coach
Act as a Python multithreading coach. Demonstrate the use of threads to process multiple data files simultaneously, with thread-safe implementation.
✔️ Act as a Python Regex Expert
Act as a Python regex expert. Write Python code to extract email addresses, phone numbers, and URLs from unstructured text data.
✔️ As a Python Cloud Storage Integrator
As a Python cloud storage integrator, create a script to upload and download files from cloud services like Google Drive using APIs.
✔️ Act as a Python Object-Oriented Programming Mentor
Act as a Python object-oriented programming mentor. Design a Python class hierarchy for a zoo management system. Include inheritance and polymorphism.
✔️ Act as a Python Game Development Specialist
Act as a Python game development specialist. Write a script using Pygame to create a simple platformer game with levels and scoring.
✔️ Act as a Python Code Quality Analyzer
Act as a Python code quality analyzer. Review the provided script for adherence to PEP 8 guidelines and suggest improvements.
✔️ As a Python Dynamic API Builder
As a Python dynamic API builder, write a script to dynamically generate RESTful APIs for any given database schema using FastAPI.
✔️ Act as a Python Virtual Environment Guide
Act as a Python virtual environment guide. Write step-by-step instructions to set up and manage Python virtual environments for isolated projects.
✔️ Act as a Python Pattern Recognition Expert
Act as a Python pattern recognition expert. Write a Python script to detect anomalies in time-series data using machine learning techniques.
✔️ Act as a Python Command Line Tool Developer
Act as a Python command line tool developer. Build a CLI tool to organize and search for files in a directory based on keywords.
✔️ As a Python Database Migration Specialist
As a Python database migration specialist, write a Python script to migrate data from SQLite to PostgreSQL, including schema transformations.
✔️ Act as a Python Web Scraper Optimizer
Act as a Python web scraper optimizer. Refactor a web scraping script to improve performance and reliability when dealing with dynamic content.
✔️ Act as a Python Robotics Programmer
Act as a Python robotics programmer. Write a Python program to control a robot’s movement using input from sensors like a proximity sensor.
✔️ Act as a Python Machine Translation Engineer
Act as a Python machine translation engineer. Build a simple language translator using Google Translate API and Python.
✔️ Act as a Python REST API Tester
Act as a Python REST API tester. Write a script to test the functionality and performance of an API using the requests
library.
✔️ As a Python Real-Time Notifications Developer
As a Python real-time notifications developer, create a Python program to send real-time alerts via email or SMS based on specified triggers.
✔️ Act as a Python Time Series Forecaster
Act as a Python time series forecaster. Build and evaluate an ARIMA model to predict future trends in stock prices.
✔️ Act as a Python Data Masking Specialist
Act as a Python data masking specialist. Write a script to anonymize sensitive data in a dataset, such as masking phone numbers and email addresses.
✔️ Act as a Python Cryptography Specialist
Act as a Python cryptography specialist. Build a program to encrypt and decrypt messages using the RSA algorithm.
✔️ Act as a Python Chatbot Trainer
Act as a Python chatbot trainer. Create a program to train a chatbot using intents and responses stored in a JSON file.
✔️ Act as a Python Code Obfuscator
Act as a Python code obfuscator. Write a script to obfuscate Python code by renaming variables and functions to random strings.
✔️ As a Python Data Normalization Expert
As a Python data normalization expert, write a script to normalize numerical data in a dataset for machine learning purposes.
✔️ Act as a Python AI Ethics Specialist
Act as a Python AI ethics specialist. Write guidelines for ethical AI implementation and demonstrate how to detect and mitigate bias in datasets.
✔️ Act as a Python Web Authentication Developer
Act as a Python web authentication developer. Implement user login, registration, and password recovery features in a Flask application.
✔️ Act as a Python Network Packet Analyzer
Act as a Python network packet analyzer. Write a program using Scapy to capture and analyze network packets for security audits.
✔️ As a Python Data Merging Specialist
As a Python data merging specialist, write a script to merge multiple CSV files into one while handling duplicate and missing data.
✔️ Act as a Python Cache Optimization Expert
Act as a Python cache optimization expert. Create a caching mechanism to improve the performance of database queries using Redis
.
✔️ Act as a Python File Downloader
Act as a Python file downloader. Write a script to download large files from a URL with support for resumable downloads.
✔️ As a Python Virtual Reality Developer
As a Python virtual reality developer, create a script to design a basic 3D environment using Python and OpenGL.
✔️ Act as a Python Security Auditor
Act as a Python security auditor. Write a script to identify potential vulnerabilities in Python code and suggest mitigations.
✔️ Act as a Python Resource Monitor
Act as a Python resource monitor. Build a script to track CPU and memory usage in real time and log the data to a file.
✔️ Act as a Python Gradient Descent Expert
Act as a Python gradient descent expert. Implement gradient descent from scratch for a simple linear regression model.
✔️ Act as a Python REST API Mock Server
Act as a Python REST API mock server. Write a script to create a mock API with predefined responses for testing client applications.
✔️ Act as a Python File Metadata Extractor
Act as a Python file metadata extractor. Write a program to extract and display metadata (like creation date) from image and video files.
✔️ As a Python Text-to-Speech Specialist
As a Python text-to-speech specialist, create a Python script to convert text into speech using Google Text-to-Speech API.
✔️ Act as a Python Recursive Function Expert
Act as a Python recursive function expert. Write recursive solutions for common problems like factorial, Fibonacci, and Tower of Hanoi.
✔️ Act as a Python Virtual Assistant Developer
Act as a Python virtual assistant developer. Build a voice-controlled assistant that performs tasks like searching the web and sending emails.
✔️ Act as a Python Game Physics Programmer
Act as a Python game physics programmer. Write a script to simulate projectile motion in a game using mathematical physics.
✔️ Act as a Python Linear Algebra Teacher
Act as a Python linear algebra teacher. Create a Python script to demonstrate basic matrix operations using NumPy.
Related Questions & Answers
Q: What makes advanced Python coding prompts different from beginner ones?
Advanced prompts focus on optimizing, debugging, and integrating sophisticated features, providing solutions to real-world challenges.
Q: How can ChatGPT help with Python projects?
ChatGPT can suggest optimized algorithms, debug your code, and even assist in creating complete applications with clear explanations.
Q: What tools are essential for implementing these prompts?
Tools like Jupyter Notebook, PyCharm, and libraries such as Pandas, NumPy, and Flask are crucial for testing and implementation.
Conclusion
By leveraging these 45 advanced Python coding prompts, you empower yourself to solve complex problems and create efficient, scalable solutions.
These detailed and actionable prompts will be your guide, helping you explore and master the depths of Python programming.