ELECTRONICS AND ICT ACADEMY AT NATIONAL INSTITUTE OF TECHNOLOGY PATNA
Setup Under Scheme of Department of Electronics and Information Technology
Ministry of Communications and IT, Govt. of India
Setup Under Scheme of Department of Electronics and Information Technology
Ministry of Communications and IT, Govt. of India
Principal Coordinator :
Co-Principal Coordinator :
Faculty/ PhD Scholar : Rs.500/-(SC/ST = Rs. 250/- )
Others (Except Faculty/PhD-Scholar): Rs. 1000/- (SC/ST = Rs. 500/- )
Bank Name: Allahabad Bank
Account Name: NIT Patna
Account No.: 50380476798
IFSC Code: ALLA0212286
Experts/ Speakers- Prof DVLN Somayajulu-IIITDMK, Prof RBV Subramnayam NIT-W, Dr Atul Gupta IIITDMJ, Dr T Ramakrishnudu NIT-W, Dr Nagesh Bhattu – NIT AP, Dr Anand Kumar- NIT K Surathkal, Industry speakers.
| S.No. | Module Name | Topics |
|---|---|---|
| 1 | Mathematical Foundations of Data Sciences | Matrices, Vectors, Vector Spaces, Matrix Decomposition, Singular Value Decomposition, Statistical Measures, Probability basics, Density Function, Variance, Conditional Probability, Markov Chains. |
| 2 | Data Processing | Dimensionality Reduction, Principal Component Analysis. |
| 3 | Machine Learning Basics | Regression, Classification – Decision Trees, Naïve Bayesian Classifier, Clustering, Handling Large Datasets: MapReduce. |
| 4 | R for Data Science | Data Wrangling, Data Visualization, Programming. |
| 5 | Python for Data Science | Normal Python, NumPy, Pandas, Matplotlib. |
| 6 | Deep Learning | |
| 7 | Scikit, Keras and TensorFlow | Practice on ML topics. |
Dr. Bharat Gupta (CI E & ICT Academy, NIT Patna)
Email: bharat@nitp.ac.in
Dr. M.P Singh (CI E & ICT Academy, NIT Patna)
Email: mps@nitp.ac.in
Website: http://old.nitp.ac.in/ict/index.php
Contact us :
Electronics and ICT Academy
National Institute of Technology, Patna
AshokRajpath, Patna 800005
Email: eictapatna@nitp.ac.in
Website: http://old.nitp.ac.in/ict