Web Development
1. Draft a step-by-step guide for creating a responsive navigation bar using CSS Grid and Flexbox 2. Write a JavaScript function to validate form input, ensuring all fields are filled and email syntax is correct.
3. Create a tutorial for implementing dark mode and light mode toggles in a website using vanilla JavaScript.
4. Explain how to optimize a web page’s loading speed by minimizing HTTP requests and using lazy loading.
5. Provide a plan for redesigning an outdated e-commerce website, focusing on UI/UX principles.
6. Generate boilerplate code for a React.js project that uses React Router for navigation.
7. Assist in debugging a CSS issue where elements are not aligning properly on a webpage.
8. Create a sample project that integrates a third-party API (e.g., weather, news) and displays data dynamically on a web page.
9. Explain how to set up and configure a Webpack build process for a JavaScript project.
10. Develop a step-by-step guide for setting up a Progressive Web App (PWA) with caching and offline functionality.
11. Write a tutorial for implementing user authentication in a Node.js and Express application.
12. Create an SEO checklist for ensuring a website ranks well on search engines.
13. Provide a structured learning path for mastering WebAssembly and integrating it into a web project.
14. Draft a guide for building a blog website with a headless CMS like Strapi or Sanity(.)io.
15. Explain the process of creating a custom hook in React for managing API calls and state.
16. Generate HTML and CSS code for a simple portfolio website template.
17. Write a troubleshooting guide for fixing common cross-browser compatibility issues.
18. Develop a plan for migrating a WordPress website to a custom-built React front-end.
19. Create a guide for setting up Tailwind CSS in an existing web development project.
20. Write a script to automate the deployment of a static website using GitHub Pages.
21. Draft a guide for implementing real-time chat functionality in a web app using WebSockets.
22. Explain how to set up a secure HTTPS server for a Node.js application using Let’s Encrypt.
23. Write a tutorial for creating a reusable component library for React and deploying it on npm.
24. Provide instructions for integrating Stripe for payment processing in a web application.
25. Explain the steps to set up GraphQL on the back end and connect it with Apollo Client on the front end.
Mobile App Development
1. Draft a guide for setting up a React Native project with Expo, including configuration for iOS and Android.
2. Write a tutorial on integrating Firebase authentication (email/password, Google, Facebook) into a mobile app.
3. Create a project plan for building a to-do list mobile app with local storage and push notifications.
4. Write a function in Flutter to fetch and display data from a REST API and handle errors gracefully.
5. Assist with debugging an issue in a mobile app where the app crashes when accessing the camera.
6. Generate the necessary code to implement offline functionality in a React Native app using Redux and local storage.
7. Explain the process of using Expo’s push notification service to send notifications to users of a mobile app.
8. Create a step-by-step guide for integrating Google Maps into a mobile app with custom markers and geolocation.
9. Write a plan for creating a mobile app’s dark mode using Flutter’s ThemeData and adaptive widgets.
10. Develop a strategy for handling background tasks in a mobile app using Android WorkManager or iOS Background Tasks.
11. Explain how to manage app state effectively in a Flutter app using Provider or Riverpod.
12. Generate code for implementing a splash screen in an Android app using Kotlin.
13. Draft a tutorial for creating an image picker feature in a React Native app using the ImagePicker library.
14. Provide instructions for setting up unit testing in a Flutter project with the test and mockito packages.
15. Assist in optimizing the performance of a mobile app by analyzing and improving memory usage and CPU usage.
16. Create a guide to implement authentication using JWT tokens in a React Native app.
17. Write a tutorial for handling in-app purchases in an iOS app using Swift and StoreKit.
18. Develop a strategy for automating the deployment of a React Native app using fastlane.
19. Create a project plan to build a photo gallery mobile app with user authentication and cloud storage integration.
20. Generate code for handling form input validation and error messages in a React Native app using Formik.
Data Science and Machine Learning
1. Generate a Python script that uses pandas to clean a messy dataset, removing duplicates and filling missing values.
2. Create a tutorial for building a classification model using scikit-learn to predict customer churn.
3. Assist in optimizing a machine learning model by using grid search for hyperparameter tuning.
4. Explain the process of feature engineering for a regression model to predict housing prices.
5. Write a Python script to implement and visualize a decision tree classifier using matplotlib.
6. Create a step-by-step guide for training a neural network using TensorFlow for image classification.
7. Explain the differences between supervised and unsupervised learning and provide examples of each.
8. Provide a method for splitting a dataset into training, validation, and test sets with stratified sampling.
9. Generate a Python script to perform k-means clustering on a customer segmentation dataset and visualize the results.
10. Create a plan for deploying a machine learning model into a production environment using Flask and Docker.
11. Assist in evaluating the performance of a model by calculating precision, recall, and F1-score for a classification problem.
12. Write a script to implement principal component analysis (PCA) for dimensionality reduction on a large dataset.
13. Develop a guide for using cross-validation techniques to assess the performance of a machine learning model.
14. Create a recommendation system using collaborative filtering with the Surprise library in Python.
15. Generate Python code to implement a random forest classifier and evaluate its accuracy on a classification problem.
16. Provide a strategy for handling imbalanced datasets by using techniques like oversampling, undersampling, or synthetic data generation.
17. Write a tutorial for building a time-series forecasting model using ARIMA in Python.
18. Explain how to interpret the results of a machine learning model using SHAP or LIME.
19. Create a Python script to scrape and analyze social media data for sentiment analysis using the TextBlob library.
20. Assist in fine-tuning a deep learning model using transfer learning with pre-trained models for image recognition.
Software Development
1. Write a function in Python to perform input validation on a user registration form, checking for email format and password strength.
2. Create a RESTful API using Flask to manage a to-do list, with endpoints for creating, reading, updating, and deleting tasks.
3. Assist with writing unit tests for a JavaScript function that calculates the total price of items in a shopping cart.
4. Develop a script to automate the process of code linting and formatting for a JavaScript project using ESLint and Prettier.
5. Create a guide for setting up a Docker container for a Node.js backend application and connecting it to a MongoDB database.
6. Write a plan for implementing version control best practices in a large software project using Git and GitHub.
7. Create a Python script to automate data extraction from an API and store the results in a CSV file.
8. Generate code to implement JWT authentication in a REST API built with Express.js.
9. Assist in refactoring a piece of legacy code to improve its readability and performance in a Python application.
10. Write a guide for setting up continuous integration and deployment (CI/CD) pipelines using GitHub Actions for a Python project.
11. Create an algorithm to optimize a search function in a large dataset, considering performance and memory usage.
12. Draft a strategy for implementing multi-tenancy in a SaaS application using microservices architecture.
13. Develop a plan for creating a real-time notification system in a web application using WebSockets.
14. Write a tutorial for integrating a third-party payment gateway, like Stripe or PayPal, into an e-commerce site.
15. Generate a script for automating the backup process of a MySQL database and storing it in cloud storage.
16. Create a simple Python-based script to interact with an external API and parse the JSON response.
17. Explain how to use mock objects in unit tests for a Java application to simulate database calls.
18. Provide a checklist for securing a web application, including common vulnerabilities and how to mitigate them.
19. Write a guide for setting up a microservices architecture with Docker and Kubernetes for container orchestration.
20. Assist in implementing event-driven architecture in a software system using Apache Kafka for message brokering.
Quality Assurance Engineering
1. Create a comprehensive test plan for testing a web application, covering functional, non-functional, and performance aspects.
2. Write a script to automate regression testing for a new feature added to a web application using Selenium and Python.
3. Develop a checklist for performing security testing on a mobile application, ensuring data encryption and secure communication.
4. Assist in creating a suite of automated tests to verify that API endpoints return the correct status codes and data in JSON format.
5. Write a guide to setting up a continuous integration pipeline with Jenkins to automate the execution of unit tests for a Java project.
6. Generate test cases to verify cross-browser compatibility for a new web design, ensuring it works on Chrome, Firefox, Safari, and Edge.
7. Create a load testing script for an e-commerce platform using JMeter to simulate user traffic and analyze performance under stress.
8. Assist in developing an automated test framework using Playwright to test a React web application’s user interface.
9. Write a tutorial for integrating security scans into a CI/CD pipeline to ensure code is free of vulnerabilities before deployment.
10. Develop a strategy for performing user acceptance testing (UAT) for a new mobile app, gathering feedback from real users.
11. Create a plan for automated performance testing of a website to ensure it handles heavy traffic during sales or promotions.
12. Write a guide for testing a cloud-based application for scalability and redundancy, ensuring it performs well during high-demand periods.
13. Assist in setting up a test environment for running parallel tests across multiple devices in a mobile testing suite.
14. Develop a method for tracking and reporting bugs effectively in a team of developers, ensuring clear communication and quick resolutions.
15. Write a script for testing the login functionality of a web app, verifying the behavior for different types of users (admin, guest, registered).
16. Create a test case for validating an API that retrieves and updates data for a customer profile, ensuring the system is fault-tolerant.
17. Explain the process for testing machine learning models to ensure their accuracy and performance before deployment.
18. Write a plan for conducting an end-to-end test of an order processing system for an e-commerce site, including inventory and shipping.
19. Develop a checklist for testing the usability and user experience (UX) of a mobile application, ensuring it meets user expectations.
20. Assist in automating load testing for an API to ensure it can handle a large number of concurrent users without crashing.
Machine Learning and AI Development
1. Develop a machine learning model using scikit-learn to classify customer feedback into positive or negative categories.
2. Write a Python script to preprocess text data for training a natural language processing (NLP) model.
3. Create a deep learning model in TensorFlow for object detection in images using a pre-trained model like YOLO.
4. Design a project to implement a recommendation system using collaborative filtering with the Surprise library.
5. Develop a Python script that automates hyperparameter tuning for a support vector machine model using GridSearchCV.
6. Write a script to handle imbalanced data in a classification problem using SMOTE to generate synthetic data points.
7. Explain how to implement k-means clustering on a customer dataset and visualize the clusters using matplotlib.
8. Develop a deep learning model for sentiment analysis on social media data using LSTM and Keras.
9. Create a model to predict sales trends using time series analysis with ARIMA in Python.
10. Write a Python script to evaluate the performance of a machine learning model using precision, recall, and F1-score.
11. Assist in setting up a machine learning pipeline for automating data preprocessing, model training, and evaluation.
12. Build a neural network for image classification using PyTorch, explaining the code step-by-step.
13. Create a project to implement a chatbot using Rasa NLU for natural language understanding and dialogue management.
14. Develop a recommendation engine using content-based filtering to suggest movies based on user preferences.
15. Write a Python function to visualize the feature importance of a random forest model using SHAP values.
Cloud Computing and DevOps
1. Write a guide for deploying a Python Flask web application on AWS using Elastic Beanstalk.
2. Develop a script for automating server provisioning using Terraform for AWS infrastructure.
3. Create a CI/CD pipeline using Jenkins for continuous integration and deployment of a Node.js application.
4. Set up a Kubernetes cluster on AWS using EKS and deploy a containerized application.
5. Create an AWS Lambda function using Python to process incoming data from an S3 bucket.
6. Write a script to monitor the health of a cloud-based application on AWS using CloudWatch and send alerts.
7. Develop a Docker Compose file to run a multi-container application with a Node.js backend and MongoDB.
8. Set up a GitLab CI pipeline to automate the deployment of an application to Google Cloud Platform.
9. Create an Ansible playbook to configure web servers on multiple EC2 instances in AWS.
10. Write a Terraform script to provision an AWS S3 bucket and enable versioning and encryption.
11. Develop a solution for creating auto-scaling groups in AWS to ensure your application scales based on traffic.
12. Assist in configuring a Jenkins pipeline that deploys a web app to an Azure Web App service.
13. Write a guide for configuring Kubernetes Helm charts to deploy a scalable microservices application.
14. Create a script to automate the backup of databases in the cloud using AWS RDS and S3.
15. Design an approach for managing and automating infrastructure using GitOps with tools like ArgoCD.
Networking and Security
1. Develop a Python script to monitor network traffic and alert for suspicious activity based on predefined patterns.
2. Write a guide for setting up a Virtual Private Network (VPN) using OpenVPN to secure remote connections.
3. Create a security protocol for encrypting sensitive data in transit using SSL/TLS in a web application.
4. Assist in configuring a firewall to block unwanted traffic while allowing access to authorized users on a Linux server.
5. Develop a script to automate the process of patching security vulnerabilities on a Linux-based server.
6. Create a solution for securing an API using OAuth 2.0 authentication and authorization mechanisms.
7. Write a step-by-step guide for setting up a web application firewall (WAF) on AWS to protect against common attacks.
8. Design a network monitoring system to track bandwidth usage, device status, and potential intrusions using Nagios.
9. Assist in implementing multi-factor authentication (MFA) for an application to enhance user security.
10. Create a guide for setting up an intrusion detection system (IDS) using Snort on a Linux server.
11. Develop a method to secure database connections by enforcing encrypted connections in PostgreSQL.
12. Write a script to automate the process of generating secure SSH keys for accessing remote servers.
13. Design a secure communication protocol for an IoT network that protects data from man-in-the-middle attacks.
14. Develop a guide for securing API endpoints using JWT tokens and HTTPS encryption.
15. Write a Python script to scan a web application for common security vulnerabilities, such as SQL injection and XSS.
Embedded Systems and IoT
1. Write a program to interface a temperature sensor with an Arduino and display the data on an LCD screen.
2. Develop a project to send real-time sensor data from a Raspberry Pi to a cloud service like AWS IoT Core.
3. Create a script for controlling an LED matrix display using an ESP32 microcontroller over Wi-Fi.
4. Write code to interface a GPS module with a Raspberry Pi and log location data to a CSV file.
5. Develop a system that uses a motion sensor to trigger an alarm and send a notification to a mobile device.
6. Create a guide to set up MQTT for communication between IoT devices and a central server.
7. Assist in writing code for an IoT smart home system to control lights, temperature, and security via a mobile app.
8. Develop a low-power IoT solution using the ESP8266 to monitor environmental conditions with a battery-powered device.
9. Write a program to connect a Raspberry Pi to an Arduino over I2C to send and receive data between them.
10. Design a real-time monitoring system using sensors to track and display environmental data on a cloud dashboard.
11. Write a script to automate firmware updates for embedded devices over the air (OTA).
12. Create a Python script to analyze data from an IoT sensor network and visualize it on a web interface.
13. Develop an edge computing application that processes data locally on an IoT device before sending it to the cloud.
14. Design a remote-controlled robot using Raspberry Pi, Arduino, and Bluetooth, and control it via a mobile app.
15. Create an automated irrigation system using soil moisture sensors, Arduino, and cloud services for data logging.
Data Engineering and Databases
1. Write a script to extract, transform, and load (ETL) data from a CSV file into a MySQL database.
2. Design a database schema for an e-commerce website with tables for products, orders, and customers.
3. Create an efficient indexing strategy for speeding up queries in a PostgreSQL database with large datasets.
4. Develop a data pipeline in Python to aggregate and clean data from multiple APIs before storing it in a database.
5. Write a query to join multiple tables in a SQL database and return aggregated data from various sources.
6. Create a process for importing large datasets into a MongoDB database and optimizing for query performance.
7. Assist in setting up replication for a MySQL database to ensure high availability and fault tolerance.
8. Develop a script to automate the process of backing up and restoring MongoDB databases.
9. Write a query to detect and handle missing or null values in a database table.
10. Design a database solution for storing and processing time-series data efficiently.
11. Create a process for managing schema migrations in a relational database using Flyway or Liquibase.
12. Write a Python script to parse JSON data from an API and insert it into a relational database.
13. Develop a method for monitoring database performance, including slow queries and index optimization.
14. Create an approach for real-time data streaming using Apache Kafka and storing the results in a database.
15. Design a process to create a data warehouse architecture using AWS Redshift and integrate it with ETL tools.
Systems Engineering
1. Write a script to automate the process of creating and managing user accounts on a Linux-based server.
2. Design a plan for upgrading the network infrastructure of a medium-sized company to handle increased traffic.
3. Develop a monitoring system for tracking server health and uptime using tools like Prometheus and Grafana.
4. Create a script to automate system backups and disaster recovery processes for critical systems.
5. Design a network topology for a large-scale data center, ensuring redundancy and fault tolerance.
6. Develop a method for managing system configurations using configuration management tools like Ansible or Puppet.
7. Write a guide for implementing centralized logging across all servers in a network using the ELK stack.
8. Design a scalable solution for hosting a web application with high availability and fault tolerance.
9. Develop a script to track system performance metrics such as CPU usage, memory, and disk space.
10. Create a plan for scaling server resources dynamically based on user load using cloud-based infrastructure.
11. Write a script for automating the process of patch management and software updates across multiple servers.
12. Design an approach for implementing automated disaster recovery testing in a cloud-based environment.
13. Develop a strategy for securing a company’s internal communication systems using encryption and VPNs.
14. Create a guide for setting up and managing virtual machines on a VMware ESXi host in a data center.
15. Write a script to monitor and alert when system resources (CPU, memory, disk space) exceed a defined threshold.
Robotics and Automation
1. Design a control algorithm for a robotic arm to move an object from one location to another with precision.
2. Develop a simulation model for a robotic process automation (RPA) that can handle repetitive tasks like form filling.
3. Write a program to control a drone’s movements autonomously, allowing it to fly a pre-defined path.
4. Create a system to automate the testing of industrial robots’ performance on a production line.
5. Design a safety protocol for human-robot interaction in a factory setting, ensuring worker safety.
6. Develop a machine learning model to improve a robot’s decision-making capabilities in an unpredictable environment.
7. Write an automation script for calibrating robotic sensors to ensure accurate movement and measurements.
8. Create a program for a robot to autonomously navigate through a maze using pathfinding algorithms like A*.
9. Develop a system to monitor the health of robotic equipment and trigger maintenance alerts when needed.
10. Write code to simulate the movement of a robotic arm in a 3D space using inverse kinematics.
11. Design a system for automating the maintenance scheduling for industrial robots based on usage metrics.
12. Create a script to monitor and adjust the robot’s speed and movement based on real-time feedback from sensors.
13. Develop an algorithm for optimizing robot task allocation in a multi-robot system to improve efficiency.
14. Write a program for a robot to autonomously map its environment using LiDAR and visual inputs.
15. Design a fault detection system for robotic arms in an industrial setting to predict and prevent breakdowns.
Design and Product Engineering
1. Create a 3D model of a mechanical part using CAD software, including design specifications for manufacturing.
2. Develop a simulation to test the structural integrity of a bridge design under different load conditions.
3. Write a design specification document for a consumer electronic product, including technical requirements and materials.
4. Design a product with an emphasis on sustainability, using eco-friendly materials and energy-efficient features.
5. Create a detailed plan for prototyping a new automotive component, including material selection and testing procedures.
6. Design an ergonomic workstation layout to reduce strain on workers and improve productivity in an office environment.
7. Write a feasibility study for developing a new medical device, including technical, regulatory, and market considerations.
8. Create a simulation model for testing the aerodynamic properties of a new drone design.
9. Develop a process for integrating renewable energy sources (e.g., solar, wind) into an existing building design.
10. Design a user-friendly interface for an industrial control system to allow easy interaction for operators.
11. Create a method for testing the thermal properties of a new material intended for use in electronics.
12. Write a product development plan for bringing a new wearable technology to market, from concept to production.
13. Design a prototype for a new consumer gadget, including functionality, form factor, and user experience considerations.
14. Develop a test plan for evaluating the reliability and durability of a new mechanical product under various conditions.
15. Write a report on the latest trends in sustainable product design and how they can be incorporated into current engineering practices.
Cybersecurity
1. Write a script to detect SQL injection vulnerabilities in a web application and mitigate them.
2. Develop a tool to perform port scanning and identify open ports on a target system.
3. Design a password hashing and salting mechanism for secure user authentication in a web application.
4. Create a script to monitor for suspicious login attempts on a Linux-based system and send alerts.
5. Write a guide for setting up multi-factor authentication (MFA) for an enterprise application.
6. Develop a Python script to analyze network traffic and detect potential malware communications.
7. Create an intrusion detection system (IDS) using machine learning to identify abnormal network behavior.
8. Write a script to check for outdated software versions and known vulnerabilities using CVE databases.
9. Build a system for secure file encryption and decryption in transit and at rest.
10. Design a firewall configuration to protect a cloud-based web application from common attack vectors.
11. Develop a penetration testing script to test for cross-site scripting (XSS) vulnerabilities on a website.
12. Write a guide to configure a secure VPN for remote workers with strong encryption protocols.
13. Create a tool for monitoring system logs and identifying possible security breaches in real-time.
14. Implement a strategy to secure sensitive data using encryption and access control policies in a cloud environment.
15. Build a system for real-time alerting on suspicious activity in a cloud-based infrastructure using AWS CloudTrail or Azure Security Center.
Hardware Engineering
1. 1. Design a printed circuit board (PCB) for a simple electronic device, including components like resistors and capacitors.
2. Develop a testing procedure for verifying the functionality of a new microcontroller-based circuit.
3. Write a script to simulate a circuit’s behavior before implementing it on a physical PCB using SPICE modeling.
4. Design an energy-efficient power supply for a low-power embedded device.
5. Create a mechanical drawing for a custom heat sink to dissipate heat from an electronic device.
6. Build a testing system for evaluating the durability and performance of hardware components under extreme conditions.
7. Develop a troubleshooting guide for diagnosing issues in a malfunctioning electronic circuit.
8. Design a flexible PCB layout for wearable devices with minimal size and high functionality.
9. Create a bill of materials (BOM) for a custom-designed embedded system.
10. Develop a guide for selecting suitable sensors for an IoT device based on environmental conditions.
11. Design an interface circuit to connect a microcontroller with an external sensor module.
12. Write a script to automate the calculation of voltage, current, and power ratings for a given circuit.
13. Create a test plan for evaluating the thermal performance of a power supply circuit.
14. Develop an automated system for running diagnostics on hardware prototypes during the testing phase.
15. Design a robust grounding system for an industrial control system to prevent electrical interference.
16. Create a flowchart for the process of designing, prototyping, and testing a new electronic product.
17. Build a simulation model for predicting the electromagnetic interference (EMI) behavior of a circuit.
18. Develop a method for evaluating the long-term reliability of a microchip in harsh operating environments.
19. Write a procedure for safely handling and storing sensitive components like semiconductors and integrated circuits.
20. Design a custom PCB for a Bluetooth-enabled communication device with power-saving features.
21. Create a procedure for testing and verifying signal integrity in high-speed digital circuits.
22. Develop a set of guidelines for ensuring compliance with regulatory standards (e.g., RoHS, CE) during hardware design.
23. Design a custom power management IC (PMIC) for a battery-powered device.
24. Write a script to monitor and log real-time performance data from embedded systems during field testing.
