AI & Data Track
Artificial Intelligence & Generative AI
Build intelligent systems with Python, LangChain, RAG architecture, LLM fine-tuning, and modern computer vision algorithms.
Course Overview & Training Objectives
A comprehensive deep dive into applied machine learning, neural networks, and generative AI. Students build enterprise RAG pipelines and custom autonomous AI agents that interact with databases and external APIs.
Comprehensive Module Breakdown
Module 1
Python for Data Science & Numerical Computing (NumPy, Pandas)
Module 2
Machine Learning Fundamentals & Scikit-Learn
Module 3
Deep Learning Architecture with PyTorch
Module 4
Large Language Models (LLMs), Embeddings & Vector Databases
Module 5
LangChain & Retrieval-Augmented Generation (RAG)
Module 6
Autonomous AI Agents & Production Deployment
Hands-On Lab Focus:
- 80% Practical laboratory execution on dedicated workstations.
- Live project building (Portfolio development for remote work).
- Direct mentorship by experienced senior industry architects.
Certification & Recognition:
- Official Certificate of Completion awarded by HITS & Haya Foundation.
- Capstone project defense evaluated by industry leaders.
- Recommendation letters & freelancing placement support.
Haya Institute of Technology & Skill (HITS) — Campus: Shahrah-e-Faisal Near Baloch Pul, Karachi | Helpline: 03020042222 | info@hayainstitute.edu.pk