🤖 HSBTE Diploma PYQ

AI & Machine Learning
Previous Year Papers

Download semester-wise AI & Machine Learning diploma question papers — free PDF for all semesters.

📄 Free PDF Download 📅 All Semesters Available ✅ Updated 2025–2026

Choose Your Semester

Click any semester to access AI & Machine Learning previous year papers.

Programme at a Glance

📆 3 Years Programme Duration
📚 6 Semesters Total Semesters
🏛️ HSBTE Awarding Board
💻 Tech Branch Computer Field

About AI & Machine Learning

Artificial Intelligence and Machine Learning (AI & ML) is an advanced computer engineering specialization focused on building intelligent systems that can learn from data, recognize patterns, and make decisions automatically. The HSBTE diploma programme introduces students to modern technologies such as data science, neural networks, computer vision, and automation.

Students develop programming, mathematical, and analytical skills required to create AI-based applications used in industries like healthcare, finance, robotics, cybersecurity, and smart automation.

What Students Learn

  • Python programming and data handling
  • Machine learning algorithms
  • Artificial intelligence fundamentals
  • Data science and analytics
  • Neural networks and deep learning
  • Computer vision basics
  • Natural language processing
  • Database and big data concepts
  • Statistics and probability for AI
  • AI model training and evaluation

Career Opportunities

  • AI / ML Technician
  • Data Analyst
  • Python Developer
  • Machine Learning Engineer (Junior)
  • Automation Engineer
  • AI Application Developer
  • Data Processing Specialist
  • IT Support Engineer (AI Systems)

Why Choose AI & Machine Learning

AI is transforming every industry worldwide, creating huge demand for skilled professionals. From recommendation systems and chatbots to autonomous vehicles and medical diagnostics, intelligent technologies are shaping the future. AI & ML diploma students gain cutting-edge skills with strong career growth, high salary potential, and opportunities in both India and global tech industries.

Real-World Applications

  • Smart assistants and chatbots
  • Face and image recognition systems
  • Fraud detection and financial analytics
  • Medical diagnosis AI tools
  • Recommendation engines (e-commerce, OTT)
  • Predictive maintenance systems
  • Autonomous robots and vehicles
  • Cybersecurity threat detection

Higher Education After This Diploma

After completing the AI & ML diploma, students can appear for Haryana LEET to enter directly into the 2nd year of B.Tech Computer Science, Artificial Intelligence, Data Science, or related engineering programmes — enabling progression to advanced software and AI engineering careers.

📌 How to Use AI & ML PYQs Effectively

Practice Coding Questions

AI papers often include programming and algorithm questions. Practice writing code solutions.

Understand Algorithms

Focus on how machine learning algorithms work rather than memorizing definitions.

Revise Mathematics

Statistics and probability concepts frequently appear in AI exam questions.

Solve Repeated Questions

Check multiple years to identify frequently asked AI and data science topics.