QUBE Expert
A comprehensive journey through AI/ML concepts, from foundational programming to advanced deep learning applications.
10 Weeks
Program Duration
15-20
Weekly Hours
8+
Projects
Industry
Certification
10-Week Curriculum
Weekly Learning Path
A comprehensive journey through AI/ML concepts, from foundational programming to advanced deep learning applications.
Week 1
AI Foundations & Python Essentials
Key Topics:
- Introduction to AI/ML
- Python Programming
- Data Structures
- NumPy & Pandas
Project:
Data Analysis Dashboard
Skills Gained:
Python
Data Analysis
Visualization
Week 2
Statistics & Data Preprocessing
Key Topics:
- Statistical Analysis
- Data Cleaning
- Feature Engineering
- Exploratory Data Analysis
Project:
Customer Segmentation Analysis
Skills Gained:
Statistics
Data Preprocessing
EDA
Week 3
Machine Learning Fundamentals
Key Topics:
- Supervised Learning
- Regression Models
- Classification
- Model Evaluation
Project:
Predictive Sales Model
Skills Gained:
ML Algorithms
Model Training
Evaluation
Week 4
Advanced ML Algorithms
Key Topics:
- Decision Trees
- Random Forest
- SVM
- Ensemble Methods
Project:
Credit Risk Assessment
Skills Gained:
Advanced ML
Ensemble Methods
Risk Analysis
Week 5
Deep Learning Introduction
Key Topics:
- Neural Networks
- TensorFlow/Keras
- Backpropagation
- Optimization
Project:
Image Classification System
Skills Gained:
Deep Learning
Neural Networks
TensorFlow
Week 6
Computer Vision
Key Topics:
- CNN Architecture
- Image Processing
- Object Detection
- Transfer Learning
Project:
Medical Image Analysis
Skills Gained:
Computer Vision
CNN
Image Processing
Week 7
Natural Language Processing
Key Topics:
- Text Processing
- Sentiment Analysis
- Language Models
- BERT/GPT
Project:
Chatbot Development
Skills Gained:
NLP
Text Analysis
Language Models
Week 8
MLOps & Deployment
Key Topics:
- Model Deployment
- Docker
- Cloud Platforms
- CI/CD for ML
Project:
Production ML Pipeline
Skills Gained:
MLOps
Deployment
Cloud Computing
Week 9
Advanced Topics & Ethics
Key Topics:
- Reinforcement Learning
- AI Ethics
- Bias Detection
- Explainable AI
Project:
Ethical AI Framework
Skills Gained:
Advanced AI
Ethics
Explainability
Week 10
Capstone Project
Key Topics:
- Project Planning
- Implementation
- Testing
- Presentation
Project:
End-to-End AI Solution
Skills Gained:
Project Management
Full-Stack AI
Presentation