AI Infrastructure by Academic Program

Cloud Stack

GPU VMs, managed JupyterLab, PyTorch & TensorFlow, experiment tracking, model registries, deployment pipelines.

Key Datasets

• ImageNet-style subsets, CIFAR-10, MNIST
• Medical imaging, satellite imagery
• Indian legal NLP corpora, news archives
• Finance & IoT sensor time-series data

Pre-trained Models Available

• CNNs, ResNet, YOLO (computer vision)
• BERT, domain-adapted LLMs (NLP)
• Vision Transformers (ViT)

5-Step Workflow

Student Outcomes

Industry-ready ML engineers with real datasets, deployable capstone projects and production exposure.

Cloud Stack

Browser-based notebooks, guided lab exercises, AutoML tools, SQL/NoSQL databases, data visualisation dashboards, graded assignments.

Key Datasets

• Banking transactions, retail sales, logistics data
• Indian government open data portals
• Weather & demand forecasting time-series
• Customer feedback & survey NLP datasets

Models Available

• Regression, decision trees, random forests
• XGBoost, clustering algorithms
• AutoML pipelines

5-Step Workflow

Student Outcomes

Data analysts, junior data scientists, analytics-ready graduates with hands-on project experience.

Cloud Stack

Dedicated GPU quotas, container orchestration, ML CI/CD pipelines, model registries, API-based inference services.

Key Datasets

• Large-scale text corpora & recommender datasets
• Clickstream & distributed graph data
• Medical and industrial datasets (anonymised)

Models Available

• Transformers, recommendation engines
• Graph neural networks, anomaly detection
• Custom LLM fine-tuning pipelines

6-Step Workflow

Student Outcomes

MLOps engineers, AI architects, research engineers and PhD-ready graduates.

Cloud Stack

No-code analytics platforms, forecasting tools, marketing/finance/HR AI simulations, Tableau and PowerBI integrations.

Key Datasets

• Sales pipelines, CRM & marketing campaign data
• Financial statements & HR analytics datasets

Models Available

• Churn prediction, demand forecasting
• Pricing optimisation, decision support systems

5-Step Workflow

Student Outcomes

Analytics-driven leadership skills, improved placement readiness in analytics and consulting roles.

Cloud Stack

AI-assisted legal research tools, document management, NLP processing and compliance simulation.

Key Datasets

• Indian court judgments & regulatory texts
• Contracts, policy documents & legislative archives

Models Available

• Legal NLP, document summarisation
• Classification & RAG systems

5-Step Workflow

Student Outcomes

Legal-tech readiness, policy advisory skills and AI ethics competency.

Cloud Stack

Vision AI, predictive analytics, IoT-AI integration platforms, GPU/CPU VMs.

Key Datasets

• Crop disease images, soil & weather data
• Satellite imagery for agricultural monitoring
• Anonymised healthcare records

Models Available

• Computer vision (YOLO, ResNet)
• Time-series forecasting, risk prediction

5-Step Workflow

Student Outcomes

Applied research projects, startup ideas, community impact in Punjab’s agriculture and healthcare ecosystem.

Cloud Stack

Dedicated compute nodes, high-memory instances, long-duration jobs, secure data enclaves and collaboration workspaces.

Key Datasets

• Restricted research datasets (ethics-approved)
• Large multilingual corpora & satellite imagery
• Biomedical datasets, synthetic data generators

Models Available

• Research-grade LLMs, diffusion models
• Foundation models, custom architectures

6-Step Workflow

Research Outcomes

Increased publication output, improved grant success, patent-ready innovations.