Unit 1: Learn the Fundamentals of AI & Emerging Technologies
Python for AI
- Basics of Python
- External Libraries(Numpy, SKlearn, Pytorch)
- Pandas for data wrangling
- Visualization using Matplotlib
Maths for AI
- Probability
- Linear Algebra
- Calculus and Optimisation
- Descriptive & Inferential Statistics
Unit 2: IIT Hyderabad Certification on AI & Emerging Technologies
Machine Learning
- Regression and Classification
- Clustering and Dimensionality Reduction
- Ensemble Methods and Sequence Labeling
- Neural Networks and Deep Learning
Applications of AI
- Image Processing
- Speech Processing
- Text Processing
Emerging Technologies
- Internet of Things
- Blockchain
- Quantum Computing
Projects
- E-commerce Recommendations
- Object Recognition
- COVID-19 Prediction from Chest X-ray Images
- Spam Filter Analysis
- Detect Fake News using Deep Learning & Blockchain
- Secure and Scalable Framework for Efficient Integration of IoT and Blockchain
- Music Separation using DNNs
Unit 3: Profile Building & Interview Preparation
Github & Kaggle Profile
- Software Engineering practices for ML
- Deployment of Cloud Platforms: Azure/AWS/GCP
- Identifying and selecting appropriate Kaggle problems
- Improving Kaggle scores
Interview Preparation
- Making Effective Presentations
- Group Project Presentations
- Building LinkedIn Profile
- Mock Interviews