Unlocking the Potential: 65 Advanced Python Project Questions for an Experienced Developer |
-How have you implemented a machine learning model in a production environment?
-Can you explain a project where you have used natural language processing techniques?
-How have you used Python for web scraping and data extraction?
-Can you walk me through a project where you have used Python for data visualization?
-How have you used Python for data pre-processing and cleaning?
-Can you explain a project where you have used Python for data analysis and statistics?
-Have you ever used Python for image processing or computer vision tasks? Can you provide an example?
-Can you explain a project where you have used Python for creating a RESTful API?
-Have you ever used Python for building a web application? Can you provide an example?
-Can you explain a project where you have used Python for automating tasks or building a script?
-Have you ever used Python for building a chatbot? Can you provide an example?
-Can you explain a project where you have used Python for building a recommendation system?
-Can you walk me through a project where you have used Python for text classification?
-Can you explain a project where you have used Python for building a predictive model?
-Can you walk me through a project where you have used Python for time-series analysis?
-How would you design and implement a web scraping system in Python?
-How would you implement a machine learning model in Python for a given problem?
-How would you design and build a recommendation system in Python?
-How would you build a natural language processing application in Python?
-How would you design and implement a data pipeline in Python?
-How would you implement a real-time data processing system in Python?
-How would you design and implement a distributed computing system in Python?
-How would you implement a computer vision application in Python?
-How would you implement a deep learning model in Python for a given problem?
-How would you build a chatbot in Python?
-How would you implement a web crawler in Python?
-How would you design and implement a distributed task queue in Python?
-How would you design and implement a distributed key-value store in Python?
-How would you implement a financial data analysis system in Python?
-How would you design and implement a blockchain application in Python?
-How would you implement a real-time data visualization system in Python?
-How would you design and implement a real-time data analytics system in Python?
-How would you design and implement a sentiment analysis system in Python?
-How would you design and implement a text classification system in Python?
-How would you design and implement a computer vision object detection system in Python?
-How would you implement a web application using a microservices architecture in Python?
-How would you design and implement a real-time data processing pipeline using Apache Kafka and Python?
-How would you design and implement a chat application using WebSockets and Python?
-How would you implement a data warehousing system using Python and Big Data technologies?
-How would you design and implement a predictive maintenance system using machine learning and Python?
-How would you design and implement a fraud detection system using Python?
-How would you design and implement an anomaly detection system using machine learning and Python?
-How would you design and implement a speech recognition system using Python?
-How would you design and implement a voice-controlled application using Python?
-How would you design and implement a recommendation system using deep learning and Python?
-How would you design and implement a recommendation system using collaborative filtering and Python?
-How would you implement a machine learning model for time series forecasting in Python?
-How would you design and implement a recommendation system using content-based filtering and Python?
-How would you design and implement a computer vision system for image segmentation in Python?
-How would you design and implement a computer vision system for image captioning in Python?
-How would you design and implement a computer vision system for object tracking in Python?
-How would you design and implement a computer vision system for face recognition in Python?
-How would you design and implement a computer vision system for facial landmark detection in Python?
-How would you design and implement a computer vision system for image super-resolution in Python?
-How would you design and implement a computer vision system for image style transfer in Python?
-How would you design and implement a computer vision system for image denoising in Python?
-How would you design and implement a computer vision system for object classification in Python?
-How would you design and implement a computer vision system for object detection in Python?
-How would you design and implement a machine learning model for anomaly detection using deep learning and Python?
-How would you design and implement a recommendation system using graph-based techniques and Python?
-How would you design and implement a natural language generation system using Python?
-How would you design and implement a machine learning model for image captioning using deep learning and Python?
-How would you design and implement a machine learning model for image-to-text generation using deep learning and Python?
-How would you design and implement a machine learning model for text-to-speech synthesis using deep learning and Python?