Program Syllabus
Detailed subject-wise roadmap and learning outcomes for every stage
Complete Learning Roadmap
A comprehensive 2-year program covering foundations to advanced specialization
Foundation skills with marketing integration
4 Complex Projects That Will Get You Hired
Build production-grade applications that showcase enterprise-level skills
Customer Churn Prediction System
Telecom ML Platform with Full Stack Integration
Tech Stack
You'll Master:
- ✓Logistic Regression, Decision Tree, and Random Forest models
- ✓Handle class imbalance with SMOTE
- ✓Hyperparameter tuning with GridSearchCV
- ✓Flask REST API with prediction endpoints
- ✓Real-time churn probability gauge
💼 Employer Value
Build production-grade machine learning system that predicts customer churn with Flask API, React dashboard, and AWS deployment
Real-Time Sentiment Analysis Platform
E-commerce Review Monitor with NLP & Cloud
Tech Stack
You'll Master:
- ✓Web scraping with BeautifulSoup
- ✓Text preprocessing and TF-IDF feature extraction
- ✓Naive Bayes and Logistic Regression classifiers
- ✓Aspect-based sentiment analysis
- ✓Real-time sentiment gauge and timeline
💼 Employer Value
Deploy NLP-powered sentiment analysis system with real-time monitoring, automated data pipeline, and AWS cloud infrastructure
Intelligent Recommendation Engine
Streaming Platform with A/B Testing
Tech Stack
You'll Master:
- ✓Collaborative and content-based filtering
- ✓K-Means user segmentation
- ✓User behavior analysis and clustering
- ✓A/B testing framework with statistical significance
- ✓Netflix-style UI with carousels
💼 Employer Value
Create Netflix-style recommendation system with collaborative filtering, content-based algorithms, and A/B testing framework
AI-Powered Healthcare Diagnosis Assistant
Medical Image Classification with Security
Tech Stack
You'll Master:
- ✓Transfer learning (VGG16, ResNet50, EfficientNet)
- ✓Grad-CAM visualization for interpretability
- ✓Symptom-based Random Forest model
- ✓Ensemble method combining predictions
- ✓JWT authentication and role-based access
💼 Employer Value
Build HIPAA-compliant healthcare diagnostic system with deep learning for medical image classification and symptom analysis