CBE 255 - Matlab and Python Tutorial Videos
CBE 255 - Matlab and Python Tutorial Videos
This is a collection of videos intended for new users of both Matlab and Python, specifically for the use in CBE 255.
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This video will continue discussing ODE parameter estimation. We won’t introduce any new commands, but we will continue working with lsqnonlin and ode solvers.
ODE_parameter_estimation_systems
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This video will continue to discuss how to estimate parameters in an ODE model, focusing on how to define the ODE function differently, how to pass in additional inputs…
ODE_parameter_estimation_2
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This video will discuss how to estimate parameters in an ODE model. No new commands will be introduced in this video, but we will continue using lsqnonlin, as well as…
ODE_parameter_estimation_1
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This video will discuss how to calculate confidence intervals for the parameters determined using lsqnonlin. We will introduce the command nlparci, which requires you to…
Confidence_intervals
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This video will continue discussing nonlinear parameter estimation. No new commands will be introduced.
Nonlinear_parameter_estimation_3
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This video will continue discussing nonlinear parameter estimation. No new commands will be introduced in this video, but we will continue working with lsqnonlin.
Nonlinear_parameter_estimation_2
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This video will discuss nonlinear parameter estimation. We will introduce the command lsqnonlin.
Nonlinear_parameter_estimation_1
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This video will discuss linear parameter estimation in Matlab. We will not introduce any new commands in this video, but we will be using some matrix math.
Linear_parameter_estimation
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This video will introduce the concept of parameter estimation, or fitting models to data.
Parameter_estimation_introduction
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This video will discuss interpolation in Python. We will introduce the quad command and will review the use of make interp spline for interpolation.
Integrate_data_Python
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This video will continue discussing integration. We won’t introduce any new commands, but we will be going back to the interp1 command and working extensively with…
Integrating_data_Matlab
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This video will discuss integration in Matlab. We will introduce the commands integral and integral 2.
Integration_Matlab
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This video will discuss solving ODEs in Python. We will introduce the solve_ivp command in the scipy.integrate package.
ODE_Python
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This video will discuss breaking down a higher order ODE into a system of first order differential equations that can be solved by a numerical solver.
Higher_order_ODE
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This video will discuss systems of odes and modifying the ode command. The command odeset will be introduced.
ODE_system_Matlab
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