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| Location | India |
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College Profile
Indian Institute of Technology Kanpur is a public institute of technology located in Kanpur, Uttar Pradesh, India. It was declared to be an Institute of National Importance by the Government of India under the Institutes of Technology Act. IIT Kanpur is ranked among the most prestigious academic institutions in India.
Top Courses in AI
IIT Kanpur in collaboration with MHRD and iSMRITI is conducting training courses for undergraduate students on introduction to AI, IoT & robotics to provide hands on experience in the field of artificial intelligence, IoT, & robotics to orient students towards the present industrial scenario.
Some of the papers under AI and ML are:
- Introduction to AI, IoT & Robotics - Basic
- Introduction to AI, IoT & Robotics - Long
- Introduction to AI, IoT & Robotics - Extended
College Website : https://www.iitk.ac.in/
Key Intiatives
The Special Interest Group in Machine Learning (SIGML)
The Special Interest Group in Machine Learning (SIGML) is a group of students and faculty members on campus who organize and take part in activities pertaining to machine learning. The institute published body of work on probabilistic machine learning at top ML conferences and has also done interesting research work in computer vision, data mining, optimization, NLP and even robotics.
The institute is mulling over setting up a department of data sciences/machine learning to help students gain a better understanding of statistics, learning, inference and mining.
Following are the research topics explored by the SIGML Group:
- Machine learning in computer vision
- Machine learning in text mining
- Data analytics
- Data mining and knowledge discovery
- AI for robotics
- Multimedia analysis
- Optimizations
- Information extraction
- Support vector machines and kernel-based learning methods
- Structured prediction
- Latent and structural SVM
- Graphical models
- Robust learning methods for uncertain data
- Statistical learning theory, statistical consistency of learning algorithms
- Deep learning for NLP
- Binary classification in presence of severe label imbalance
- High dimensional regression, sparse recovery, compressive sensing
- Robust regression in the presence of corruptions
- Online and stochastic optmization and learning
- Reinforcement learning
- Introduction to statistical learning theory
- Neural auto-encoder RNN and LSTM
- Active learning
- Online learning
- Domain adaption
- Deep classification web hierarchy
- Word-vector embeddings
- Performance metrics
- Probabilistic modeling and Bayesian learning
- Approximate Bayesian inference
- Non-parametric Bayesian learning
Complex defence object recognition and autonomous handling in unstructured and noisy outdoor environment
Key persons are Prof. A. K. Ghosh, Prof. L. Behera, Prof. M. J. Akhtar. Project sponsored by DRDO, Ministry of Defense, Govt. of India.
Development of low-cost multi-rotor mini-UAV for early detection of crop diseases and development of an optimal system for management of farming activities
Started in 2019, this is an ongoing project. Key person is Prof. L. Behera. Project sponsored by Ministry of HRD, Govt. of India.
Pilot Project On Development And Implementation Of Industry 4.0 Protocols For Rail-Coach Design & Manufacturing At Modern Coach Factory, Raebarely
The project envisages implementation in Modern Coach Factory (using MCF increase production capacity by 10 time through the use of Industry 4.0) and proliferation in railway units across India
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