Artificial Intelligence (Advanced Concepts)
- AI systems, agents, and architectures
- Model training lifecycle: data → preprocessing → model → evaluation → deployment
- Industry AI: healthcare, banking, telecom, autonomous systems, cybersecurity
- AI ethics: bias, fairness, transparency, safety frameworks
- Introduction to AI model deployment
Data Science & Analytics
- Data pipelines
- NumPy, Pandas (in-depth)
- Exploratory Data Analysis (EDA)
- Data cleaning, wrangling
- Data visualization using Matplotlib
- Mini-projects: Sales analysis, Financial data forecasting (basic)
Deep Learning & Neural Networks (Intro Level)
- Neural networks basics
- Perceptron, activation functions
- Simple ANN using beginner-friendly tools
- Projects: Image classifier, Handwritten digit recognition
Natural Language Processing (NLP)
- Text preprocessing, tokenization, stop words
- Sentiment analysis
- Keyword extraction
- Build projects: Chatbots, Email classifier, Resume analyzer
Internet of Things (IoT) & Cloud
- IoT architecture
- Sensors, actuators, edge computing
- Introduction to cloud platforms
- IoT projects: Smart home control, Weather monitoring system, IoT automation dashboard
Cybersecurity Basics
- Threats, malware, phishing
- Password encryption basics
- Network security fundamentals
- Ethical usage of digital tools
Python Programming (Core + Advanced)
- Advanced data types, file handling
- Error handling, OOP concepts
- Modules, packages, virtual environments
- API usage and JSON handling
- Projects: Weather app using API, File encryption tool, Student management system (OOP)
Machine Learning (ML) – Practical & Theory
- Supervised, Unsupervised ML
- Linear regression, logistic regression
- KNN, SVM, Decision Trees, Random Forest — simple implementations
- Train-test split, cross-validation
- Model evaluation metrics
- Hands-on ML projects: House price prediction, Email spam detection, Diabetes detection (demo dataset)
Computer Vision (Intermediate Level)
- Image preprocessing, filters
- OpenCV fundamentals
- Feature extraction
- Object detection basics
- Projects: Face detection system, Traffic signal detection demo
Robotics & Embedded Systems
- Arduino / Raspberry Pi / Microcontrollers
- Motors, relays, actuators
- Wireless modules – Bluetooth, WiFi
- Robotics projects: Home automation robot, Voice-controlled robot, Surveillance bot
Generative AI (Beginner Friendly)
- What is GenAI?
- Prompting, transformers
- Applications: text, image, code generation
- Build projects: AI-assisted storytelling, AI design generator, Chat-based GenAI applications
Design Thinking + Innovation Portfolio
- Problem identification
- Prototype building
- Real-world solution design
- Portfolio creation for college admissions