Project Ideas on  Tensor flow & PyTorch Some project ideas using TensorFlow and PyTorch, categorized by difficulty and application area. I'll try to provide a good mix of classic and more novel ideas.   Beginner-Friendly Projects:   These projects focus on foundational concepts and are great for getting your feet wet.   *   Image Classification with MNIST/CIFAR-10: *   Description: Train a model to classify handwritten digits (MNIST) or common objects (CIFAR-10).  This is the "Hello, World!" of deep learning. *   TensorFlow: Use Keras API for a simpler approach. *   PyTorch: Utilize `torchvision.datasets` to load data and build a basic CNN. *   Focus:  Data loading, model definition (CNN), training loop, evaluation metrics (accuracy).   *   Sentiment Analysis: *   Description: Classify text (e.g., movie reviews, tweets) as positive or negative. *   TensorFlow/PyTorch: Use pre-trained word embe...

Project Ideas on Azure SQL Some project ideas for implementing Azure SQL querying:   Data Analysis and Reporting   1. Sales Analysis: Create a query to analyze sales data from an e-commerce platform, such as customer purchases, sales by product, region, and time period. 2. Customer Segmentation: Develop a query to segment customers based on demographics, purchase history, and behavior, and generate reports on customer segments. 3. Inventory Management: Design a query to track inventory levels, monitor stock levels, and generate reports on low-stock items. 4. Web Analytics: Create a query to analyze website traffic, page views, bounce rates, and conversion rates.   Data Science and Machine Learning   1. Predictive Maintenance: Implement a query to predict equipment failures in a manufacturing environment based on historical data and sensor readings. 2. Recommendation System: Develop a query to build a recommendation system for a retail platform, suggest...

Project Ideas on Unix Shell Programming Some Unix shell programming project ideas, covering various aspects of system administration, automation, and scripting:   System Administration   1. Server Monitoring Script: Create a script to monitor system resources (CPU, memory, disk space) and send alerts when thresholds are exceeded. 2. Automated Backup System: Develop a script to backup important files and directories on a regular schedule (e.g., daily, weekly). 3. User Management Tool: Write a script to automate user account creation, modification, and deletion. 4. Network Configuration Script: Create a script to configure network settings (e.g., IP address, subnet mask, gateway) on multiple machines.   Automation   1. Task Scheduler: Develop a script to schedule and run tasks (e.g., cron jobs) based on various conditions (e.g., time, day, user input). 2. Automated Report Generation: Create a script to generate reports (e.g., system logs, user activity) on a...