Minor Course in Artificial Intelligence and Machine Learning
- Get Minor Degree from IIT Guwahati
- Live sessions from IIT Guwahati Faculty
- Mentoring session from Industry Experts
- Capstone Projects and Internship Opportunities
- Multiple case studies
Program Duration : 270 Hrs
At 15 - 20 hrs/week
Classroom Based
Learning format
About Program
The Minor Course in Artificial Intelligence and Machine Learning is designed to equip students with a foundational understanding and practical skills in AI and ML. The curriculum covers essential topics such as machine learning algorithms, neural networks, data mining, natural language processing, and computer vision. Students will gain hands-on experience through projects and lab exercises, applying theoretical concepts to real-world problems. The course emphasizes the development of critical thinking and problem-solving skills, preparing students for advanced studies or careers in AI and ML fields. By integrating knowledge from computer science, mathematics, and statistics, this course provides a comprehensive overview of how intelligent systems are designed and implemented. Additionally, ethical considerations and the societal impact of AI technologies are explored, ensuring students are aware of the broader implications of their work. This course is ideal for students seeking to augment their primary field of study with cutting-edge expertise in AI and ML.
Course Curriculum
- Calculus of Multiple Variables
- Linear Algebra
- Optimization
- Probability Theory
- Statistics
- Introduction to Artificial Intelligence and Machine Learning
- Dimensionality Reduction
- Unsupervised Learning
- Supervised Learning
- Reinforcement Learning
- Machine Learning
- Neural Network
- Deep Networks
- Convolution Neural Network (CNN)
- Different CNN Models
- Graphical Model
- Sequence Learning
- Generative Modeling
- Understanding digital images
- Image enhancement techniques
- Filtering operations
- Image transformations
- Object tracking and motion analysis
- Image registration and stereo vision
- 3D computer vision techniques
- Text cleaning and normalization techniques
- Text representation methods
- Introduction to Recurrent Neural Networks (RNNs) and Long Short-Term Memory (LSTM) networks
- Training RNNs for sequence modeling tasks
- Attention mechanisms and Transformer architectures for sequence-to-sequence tasks
- Supervised learning algorithms for text classification
- Sentiment analysis techniques
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- Generative Adversarial Networks (GANs)
- Variational Autoencoders (VAEs)
- Sequence Generation with Recurrent Neural Networks (RNNs)
- Attention mechanisms and Transformer architectures for sequence-to-sequence tasks
- Generative models for structured data
- Ethical considerations and challenges in Generative AI research and applications
- AI in Business
- AI in Healthcare
- AI in Finance
- AI in Transportation and Logistics
- AI in Education
Salary Scale
Job Role
- Data Scientist
- Machine Learning Engineer
- AI Research Scientist
- Data Analyst
- Business Intelligence Analyst
- AI Product Manager
- Software Developer
- Computer Vision Engineer
Training Option
- Live-Online Instructor Led Training
- 100+ lab assignments & Quizzes
- 24/7 Lab access on Rooman Cloud Lab
- Labs Designed & Mentorship support by Industry Experts
- 5 capstone projects
- Live-Online sessions with Industry Experts & Subject Matter Expert from Rooman
- Access to Recorded Session of Live-Online Classes available 24/7
- Industry Recognized Course Completion Certificate
- Interview Preparation & Placement Support
- In-Person Classroom based Training conducted by Subject Matter Expert
- Flexibility to attend classes at any of our 50+ Centers PAN India
- Hands-on experience at our state-of-the-art Lab
- 100+ lab assignments & Quizzes
- 24/7 Lab access on Rooman Cloud Lab
- Labs Designed & Mentorship support by Industry Experts
- 5 Capstone & 1 real-world project
- Exclusive sessions with Industry & Subject Matter Expert
- Access to Recorded Session of Live-Online Classes available 24/7
- Industry Recognized Course Completion Certificate
- Interview Preparation & Placement Support
- Access to Campus Placement drives
- 1 year access to our LMS
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Salary Scale
Job Role
- Data Scientist
- ML Engineer
- Data Analyst
- Business Analyst
- Applied Scientist
- Research Analyst
- ML Ops
- Domain Specific Analyst
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