Master AI & Data Science With Industry Experts
Gain practical skills in machine learning, data analysis, and AI technologies through VTU-registered internships. Learn from industry leaders and prepare for high-demand tech roles.
AI & Data Science Internship
Master machine learning, deep learning, and data analysis techniques to become a skilled AI professional
Program Overview
This comprehensive AI & Data Science internship is designed to transform you into a skilled data professional. You’ll gain hands-on experience with machine learning algorithms, deep learning frameworks, statistical analysis, and real-world data projects. The program covers everything from foundational Python programming to advanced neural networks and model deployment.
Industry-Ready Skills
Learn tools and techniques used by data scientists at top companies
Real-World Projects
Build 15+ portfolio projects using actual industry datasets
Expert Mentorship
Get personalized guidance from experienced AI professionals
VTU Certified
Receive certification recognized by VTU and industry partners
Detailed Curriculum
Python for Data Science
- Python fundamentals and advanced concepts
- NumPy for numerical computing
- Pandas for data manipulation and analysis
- Data cleaning and preprocessing techniques
- Working with different data formats (CSV, JSON, Excel)
- File handling and database connections
Data Visualization & EDA
- Matplotlib for data visualization
- Seaborn for statistical graphics
- Plotly for interactive visualizations
- Exploratory Data Analysis (EDA) techniques
- Statistical analysis and hypothesis testing
- Creating dashboards and reports
Machine Learning for Datascience
- Foundations of Machine Learning for AI
- Supervised Learning: Regression & Classification
- Unsupervised Learning: Clustering & Dimensionality Reduction
- Feature Engineering & Data Preprocessing
- Model Evaluation Metrics & Validation
- Cross-validation & Hyperparameter Tuning
- Handling Imbalanced & Noisy Data
- Building ML Models using Scikit-learn
Deep Learning for AI
- Neural networks fundamentals and architecture
- TensorFlow and Keras frameworks
- Convolutional Neural Networks (CNN) for image processing
- Recurrent Neural Networks (RNN) and LSTM
- Transfer learning and pre-trained models
- Image classification and object detection
- Natural Language Processing basics
- PyTorch fundamentals
Generative AI and LLMs
- Introduction to Generative AI and LLM concepts
- Transformer architecture and self-attention
- Prompt engineering and optimization
- Fine-tuning and customizing LLMs
- Generative models: GPT, Diffusion, GANs & VAEs
- RAG (Retrieval-Augmented Generation) systems
- Embeddings, vector databases & AI agents
- Ethics, safety, hallucination control in LLMs
Capstone Project
- End-to-end project development
- Problem definition and data collection
- Model development and optimization
- Deployment and documentation
- Presentation and defense
- VTU format report submission
Tools & Technologies You’ll Master
Industry Projects You’ll Build
Customer Churn Prediction
Build a machine learning model to predict customer churn for a telecom company using classification algorithms and feature engineering.
Image Classification System
Develop a deep learning model using CNN to classify images into multiple categories with high accuracy using transfer learning.
Sentiment Analysis Tool
Create an NLP-based sentiment analysis system to analyze customer reviews and social media posts using RNN and LSTM.
Sales Forecasting Dashboard
Build a time series forecasting model to predict future sales trends with interactive visualizations and insights.
Recommendation Engine
Develop a recommendation system using collaborative filtering to suggest products or content to users based on behavior patterns.
Healthcare Diagnosis System
Create a medical diagnosis assistant using machine learning to predict diseases based on patient symptoms and medical history.
Ready to Start Your AI Journey?
Join hundreds of students who have transformed their careers with our AI & Data Science internship program
Contact Us: intern@krugna.com | +91 89700 02233