Minor Course in Artificial Intelligence and Machine Learning - Rooman Technologies

Minor Course in Artificial Intelligence and Machine Learning

A Minor Course in AI and ML provides essential knowledge and skills in artificial intelligence and machine learning
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4.5/5
186734 Learners Enrolled

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

 

  • 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

Maximum
10 LPA
Average
4 LPA
Minimum
2.5 LPA

Job Role

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What Students Say

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Shams W.Pawel Founder & CEO of XpeedStudio

Behind the word mountains, far from the countries Vokalia and Consonantia, there live the blind texts. Separated they live in Bookmarks grove right at the coast

Shams W.Pawel Founder & CEO of XpeedStudio

Behind the word mountains, far from the countries Vokalia and Consonantia, there live the blind texts. Separated they live in Bookmarks grove right at the coast

Shams W.Pawel Founder & CEO of XpeedStudio

Behind the word mountains, far from the countries Vokalia and Consonantia, there live the blind texts. Separated they live in Bookmarks grove right at the coast

Shams W.Pawel Founder & CEO of XpeedStudio

Behind the word mountains, far from the countries Vokalia and Consonantia, there live the blind texts. Separated they live in Bookmarks grove right at the coast

Shams W.Pawel Founder & CEO of XpeedStudio

Behind the word mountains, far from the countries Vokalia and Consonantia, there live the blind texts. Separated they live in Bookmarks grove right at the coast

Shams W.Pawel Founder & CEO of XpeedStudio

Behind the word mountains, far from the countries Vokalia and Consonantia, there live the blind texts. Separated they live in Bookmarks grove right at the coast

Shams W.Pawel Founder & CEO of XpeedStudio

Behind the word mountains, far from the countries Vokalia and Consonantia, there live the blind texts. Separated they live in Bookmarks grove right at the coast

Salary Scale

Maximum
10 LPA
Average
5 LPA
Minimum
3.5 LPA

Job Role

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