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IITM Electives

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Applied Time-Series Analysis
CH5350 : Applied Time-Series Analysis
Arun Tangirala
data pre processing Fourier Series and Transforms probability theory random processes
Computational Biology Laboratory
BT4110 : Computational Biology Laboratory
Karthik Raman
data pre processing experimental design hypothesis testing metabolic networks statistics
Computational Systems Biology
BT5240 : Computational Systems Biology
Karthik Raman
mathematical modelling networks metabolic networks constraint based analysis dynamic modelling
Data Structures and Algorithms for Biology
BT3051 : Data Structures and Algorithms for Biology
Karthik Raman
metabolic networks dynamic programming algorithms data structure
Deep Learning
CS7015 : Deep Learning
Mitesh M Khapra
artificial intelligence linear algebra machine learning neural networks probability theory
Graph Theory & Its Applications in Process Design
CH5470 : Graph Theory & Its Applications in Process Design
Sridharakumar Narasimhan
dynamic modelling experimental design graph theory constraint based analysis model structures model quality
Multivariate Data Analysis
CH5440 : Multivariate Data Analysis
Shankar Narasimhan
constraint based analysis data pre processing experimental design linear algebra mathematical modelling
Predictive and Prescriptive Data Analytics
MS6032 : Predictive and Prescriptive Data Analytics
Nandan Sudarsanam
networks sociology graph theory
Process Optimization
CH5170 : Process Optimization
Sridharakumar Narasimhan
dynamic modelling experimental design graph theory constraint based analysis model structures model quality
Reinforcement Learning
CS6700 : Reinforcement Learning
B Ravindran
reinforcement learning machine learning dynamic programming monte carlo methods
Statistical Analysis and Design of Experiments
CH5020 : Statistical Analysis and Design of Experiments
Arun Tangirala , A. Kannan
statistics experimental design probability theory hypothesis testing
System Process Identification
CH5230 : System Process Identification
Arun Tangirala
model structures non parametric models parametric models model quality data pre processing

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