Instructional Video13:55
APMonitor

Nonlinear Regression in Python

10th - Higher Ed
A three parameter (a,b,c) model y = a + b/x + c ln(x) is fit to a set of data with the Python APMonitor package. This tutorial walks through the process of installing the solver, setting up the objective (normalized sum of squared...
Instructional Video17:05
Curated Video

Describe the applications of artificial intelligence systems : Essential Math for ML and AI

Higher Ed
From the section: An Introduction to Machine Learning. In this section, we are introduced to Machine Learning. We learn about its types and applications. There will an explanation on AI versus ML.



An Introduction to Machine...
Instructional Video4:41
APMonitor

Mathematical Optimization with Python

10th - Higher Ed
This tutorial demonstrates how to solve a simple mathematical optimization problem with four variables, one objective function, one equality constraint, and an inequality constraint. The problem is solved with the APMonitor toolbox in...
Instructional Video10:26
APMonitor

Solve Nonlinear Equations with Excel

10th - Higher Ed
Microsoft Excel is used to solve a set of nonlinear equations with the Excel solver add-in.
Instructional Video13:30
APMonitor

Solve Nonlinear Equations with Microsoft Excel

10th - Higher Ed
The GRG (Generalized Reduced Gradient) solver in Excel can be used to solve sets of nonlinear equations. The nonlinear functions are input as cells and equation residuals are minimized. Functions can either be included as equality...
Instructional Video35:25
APMonitor

Data Science 🐍 Solve Equations

10th - Higher Ed
Equations are at the root of data science. It is what turns data into actionable information by developing mathematical expressions that mimic physical systems. There are two primary ways to solve equations. The first...
Instructional Video15:35
APMonitor

Nonlinear Regression in MATLAB

10th - Higher Ed
A three parameter (a,b,c) model y = a + b/x + c ln(x) is fit to a set of data with the MATLAB APMonitor toolbox. This tutorial walks through the process of installing the solver, setting up the objective (normalized sum of squared...
Instructional Video14:26
APMonitor

MATLAB Nonlinear Optimization with fmincon

10th - Higher Ed
This step-by-step tutorial demonstrates fmincon solver on a nonlinear optimization problem with one equality and one inequality constraint. Visitef='http://apmonitor.com/che263/index.php/Main/MatlabOptimization' target='_blank'...
Instructional Video17:51
APMonitor

Regression with MATLAB fmincon

10th - Higher Ed
A frequent activity in data science and machine learning is to develop correlations from data. By importing the data into MATLAB, data analysis such as statistics, trending, or calculations can be made to synthesize the information into...
Instructional Video10:02
Curated Video

Predictive Analytics with TensorFlow 11.2: Developing a Multiarmed Bandit's Predictive Model

Higher Ed
One of the simplest RL problems is called n-armed bandits. The thing is there are n-many slot machines but each has different fixed payout probability. The goal is to maximize the profit by always choosing the machine with the best...
Instructional Video11:02
APMonitor

SciPy Beginner's Guide for Optimization

10th - Higher Ed
Scipy.Optimize.Minimize is demonstrated for solving a nonlinear objective function subject to general inequality and equality constraints. Source code is available at

href='http://apmonitor.com/che263/index.php/Main/PythonOptimization'...
Instructional Video7:42
Brian McLogan

How to maximize an objective function for linear programming

12th - Higher Ed
Learn how to solve problems using linear programming. A linear programming problem involves finding the maximum or minimum value of an equation, called the objective functions, subject to a system of inequalities, called the constraints....
Instructional Video4:16
APMonitor

Mathematical Optimization with MATLAB

10th - Higher Ed
This tutorial demonstrates how to solve a simple mathematical optimization problem with four variables, one objective function, one equality constraint, and an inequality constraint. The problem is solved with the APMonitor toolbox in...
Instructional Video3:58
Brian McLogan

Learning to determine the minimum value of an objective function

12th - Higher Ed
Learn how to solve problems using linear programming. A linear programming problem involves finding the maximum or minimum value of an equation, called the objective functions, subject to a system of inequalities, called the constraints....
Instructional Video7:11
Brian McLogan

Linear programming how to optimize the objective function

12th - Higher Ed
Learn how to solve problems using linear programming. A linear programming problem involves finding the maximum or minimum value of an equation, called the objective functions, subject to a system of inequalities, called the constraints....
Instructional Video5:23
Brian McLogan

Learn how to graph and shade a system of linear inequalities

12th - Higher Ed
πŸ‘‰ Learn how to graph a system of inequalities. A system of inequalities is a set of inequalities which are collectively satisfied by a certain range of values for the variables. To graph a system of inequalities, each inequality making...
Instructional Video1:36
Brian McLogan

Labeling a System by Solving Using Elimination Method

12th - Higher Ed
πŸ‘‰Learn how to solve a system (of equations) by elimination. A system of equations is a set of equations which are collectively satisfied by one solution of the variables. The elimination method of solving a system of equations involves...
Instructional Video6:42
Brian McLogan

Learn how to solve a linear programming problem

12th - Higher Ed
Learn how to solve problems using linear programming. A linear programming problem involves finding the maximum or minimum value of an equation, called the objective functions, subject to a system of inequalities, called the constraints....
Instructional Video4:02
Brian McLogan

How to write the system of equations from a word problem

12th - Higher Ed
πŸ‘‰Learn how to solve a system of linear equations from a word problem. A system of equations is a set of more than one equations which are to be solved simultaneously. A word problem is a real world simulation of a mathematical concept....
Instructional Video9:00
Brian McLogan

Learning how to find the maximum value of an objective function

12th - Higher Ed
Learn how to solve problems using linear programming. A linear programming problem involves finding the maximum or minimum value of an equation, called the objective functions, subject to a system of inequalities, called the constraints....
Instructional Video5:28
APMonitor

Solve and Optimize ODEs in MATLAB

10th - Higher Ed
This tutorial covers MATLAB programming to simulate a differential equation model and optimize parameters to match measurements. In this exercise, the model is simulated with an ODE integrator (ode15s) and optimized with fmincon or...
Instructional Video3:40
Brian McLogan

Learn how to find the solution by graphing a system of equations

12th - Higher Ed
πŸ‘‰To solve a system of equations means to obtain a common x-value and a common y-value that makes the each of the equation in the system true. To solve a system of equations by graphing means to obtain the point of intersection (if any)...
Instructional Video13:21
Brian McLogan

Master Optimizing the objective function of a linear programming problem

12th - Higher Ed
Master Optimizing the objective function of a linear programming problem
Instructional Video4:30
Curated Video

Reinforcement Learning and Deep RL Python Theory and Projects - DNN Weights Initializations

Higher Ed
This video explains about weights initializations.
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This clip is from the chapter "DNN Foundation for Deep RL" of the series "Reinforcement Learning and Deep RL Python (Theory and Projects)".This section focuses on the DNN...