Data Science for All
Principal Coordinator :
- Prof. R. B. V. Subramanyam, NIT Warangal
Co-Principal Coordinator :
- Prof. M. P. Singh, NIT Patna
- Dr. Atul Gupta, IIITDM Jabalpur
- Prof. Amey Karkare, IIT Kanpur,
- Prof. Sanjeev Manhas, IIT Roorkee
- Dr. Arka Prokash Mazumdar, MNIT Jaipur
Course Fee Details:
Academic (student/faculty): 500 INR
Industry People/ Others: 1000 INR
Foreign Participants: 4000 INR
Payment Details:
Bank Name: Allahabad Bank (Merge to Indian Bank)
Account Name: NIT Patna
Account No.: 50380476798
IFSC Code: IDIB000B810
Resource Persons:
EXPERTS/SPEAKERS - Prof Amey Karkare IITK, 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.
Course contents:
MODULES TOPICS :
- 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
- Data Processing:
- Dimensionality Reduction,
- Principal Component Analysis.
- Machine Learning basics:
- Regression
- Classification – Decision Trees
- Naïve Bayesian Classifier
- Clustering
- Handling Large Datasets: MapReduce
- R for Data Science:
- Data Wrangling
- Data Visualization
- Programming
- Python for Data Science:
- Normal Python
- NumPy
- Pandas
- Matplotlib
- Deep Learning
- Scikit, Keras and TensorFlow:
- Practice on ML topics
Core Team Members, E&ICT Academy, NIT Patna:
Dr. Bharat Gupta (CI E & ICT Academy, NIT Patna)
Email: bharat@nitp.ac.in
Dr. M.P Singh (CO-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