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.. Objectives |
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.. ---------- |
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.. By the end of this tutorial, you will be able to |
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.. 1. Defining symbolic expressions in sage. |
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.. # Using built-in constants and functions. |
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.. # Performing Integration, differentiation using sage. |
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.. # Defining matrices. |
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.. # Defining Symbolic functions. |
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.. # Simplifying and solving symbolic expressions and functions. |
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.. Prerequisites |
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.. ------------- |
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.. 1. getting started with sage notebook |
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.. Author : Amit |
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Internal Reviewer : |
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External Reviewer : |
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Language Reviewer : Bhanukiran |
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Checklist OK? : <, if OK> [2010-10-05] |
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Symbolics with Sage |
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------------------- |
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Hello friends and welcome to the tutorial on Symbolics with Sage. |
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{{{ Show welcome slide }}} |
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During the course of the tutorial we will learn |
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{{{ Show outline slide }}} |
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* Defining symbolic expressions in Sage. |
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* Using built-in constants and functions. |
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* Performing Integration, differentiation using Sage. |
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* Defining matrices. |
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* Defining symbolic functions. |
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* Simplifying and solving symbolic expressions and functions. |
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In addtion to a lot of other things, Sage can do Symbolic Math and we shall |
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start with defining symbolic expressions in Sage. |
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Have your Sage notebook opened. If not, pause the video and |
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start you Sage notebook right now. |
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On the sage notebook type:: |
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sin(y) |
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It raises a name error saying that ``y`` is not defined. We need to |
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declare ``y`` as a symbol. We do it using the ``var`` function. |
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:: |
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var('y') |
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Now if you type:: |
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sin(y) |
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Sage simply returns the expression. |
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Sage treats ``sin(y)`` as a symbolic expression. We can use this to do |
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symbolic math using Sage's built-in constants and expressions. |
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Let us try out a few examples. :: |
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var('x,alpha,y,beta') |
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x^2/alpha^2+y^2/beta^2 |
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We have defined 4 variables, ``x``, ``y``, ``alpha`` and ``beta`` and |
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have defined a symbolic expression using them. |
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Here is an expression in ``theta`` :: |
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var('theta') |
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sin(theta)*sin(theta)+cos(theta)*cos(theta) |
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Now that you know how to define symbolic expressions in Sage, here is |
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an exercise. |
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{{ show slide showing question 1 }} |
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%% %% Define following expressions as symbolic expressions in Sage. |
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1. x^2+y^2 |
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#. y^2-4ax |
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Please, pause the video here. Do the exercise and then continue. |
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The solution is on your screen. |
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{{ show slide showing solution 1 }} |
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Sage also provides built-in constants which are commonly used in |
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mathematics, for instance pi, e, infinity. The function ``n`` gives |
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the numerical values of all these constants. |
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:: |
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n(pi) |
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n(e) |
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n(oo) |
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If you look into the documentation of function ``n`` by doing |
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:: |
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n(<Tab> |
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You will see what all arguments it takes and what it returns. It will |
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be very helpful if you look at the documentation of all functions |
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introduced in the course of this script. |
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Also we can define the number of digits we wish to have in the |
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constants. For this we have to pass an argument -- digits. Type |
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:: |
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n(pi, digits = 10) |
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Apart from the constants Sage also has a lot of built-in functions |
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like ``sin``, ``cos``, ``log``, ``factorial``, ``gamma``, ``exp``, |
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``arcsin`` etc ... |
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Lets try some of them out on the Sage notebook. |
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:: |
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sin(pi/2) |
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arctan(oo) |
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log(e,e) |
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Following are exercises that you must do. |
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{{ show slide showing question 2 }} |
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%% %% Find the values of the following constants upto 6 digits |
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precision |
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1. pi^2 |
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#. euler_gamma^2 |
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%% %% Find the value of the following. |
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1. sin(pi/4) |
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#. ln(23) |
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Please, pause the video here. Do the exercises and then continue. |
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The solutions are on your screen |
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{{ show slide showing solution 2 }} |
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Given that we have defined variables like x, y etc., we can define an |
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arbitrary function with desired name in the following way.:: |
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var('x') |
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function('f',x) |
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Here f is the name of the function and x is the independent variable . |
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Now we can define f(x) to be :: |
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f(x) = x/2 + sin(x) |
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Evaluating this function f for the value x=pi returns pi/2.:: |
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f(pi) |
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We can also define functions that are not continuous but defined |
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piecewise. Let us define a function which is a parabola between 0 |
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to 1 and a constant from 1 to 2 . Type the following |
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:: |
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var('x') |
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h(x)=x^2 |
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g(x)=1 |
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f=Piecewise([[(0,1),h(x)],[(1,2),g(x)]],x) |
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f |
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We can also define functions convergent series and other series. |
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We first define a function f(n) in the way discussed above.:: |
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var('n') |
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function('f', n) |
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To sum the function for a range of discrete values of n, we use the |
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sage function sum. |
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For a convergent series , f(n)=1/n^2 we can say :: |
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var('n') |
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function('f', n) |
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f(n) = 1/n^2 |
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sum(f(n), n, 1, oo) |
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Lets us now try another series :: |
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f(n) = (-1)^(n-1)*1/(2*n - 1) |
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sum(f(n), n, 1, oo) |
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This series converges to pi/4. |
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Following are exercises that you must do. |
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{{ show slide showing question 3 }} |
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%% %% Define the piecewise function. |
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f(x)=3x+2 |
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when x is in the closed interval 0 to 4. |
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f(x)=4x^2 |
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between 4 to 6. |
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|
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%% %% Sum of 1/(n^2-1) where n ranges from 1 to infinity. |
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|
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Please, pause the video here. Do the exercise(s) and then continue. |
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{{ show slide showing solution 3 }} |
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|
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Moving on let us see how to perform simple calculus operations using Sage |
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For example lets try an expression first :: |
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diff(x**2+sin(x),x) |
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The diff function differentiates an expression or a function. It's |
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first argument is expression or function and second argument is the |
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independent variable. |
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We have already tried an expression now lets try a function :: |
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f=exp(x^2)+arcsin(x) |
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diff(f(x),x) |
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To get a higher order differential we need to add an extra third argument |
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for order :: |
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diff(f(x),x,3) |
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in this case it is 3. |
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Just like differentiation of expression you can also integrate them :: |
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x = var('x') |
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s = integral(1/(1 + (tan(x))**2),x) |
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s |
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Many a times we need to find factors of an expression, we can use the |
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"factor" function |
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:: |
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y = (x^100 - x^70)*(cos(x)^2 + cos(x)^2*tan(x)^2) |
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f = factor(y) |
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One can simplify complicated expression :: |
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f.simplify_full() |
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This simplifies the expression fully. We can also do simplification of |
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just the algebraic part and the trigonometric part :: |
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f.simplify_exp() |
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f.simplify_trig() |
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One can also find roots of an equation by using ``find_root`` function:: |
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phi = var('phi') |
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find_root(cos(phi)==sin(phi),0,pi/2) |
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Let's substitute this solution into the equation and see we were |
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correct :: |
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var('phi') |
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f(phi)=cos(phi)-sin(phi) |
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root=find_root(f(phi)==0,0,pi/2) |
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f.substitute(phi=root) |
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as we can see when we substitute the value the answer is almost = 0 showing |
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the solution we got was correct. |
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|
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Following are a few exercises that you must do. |
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|
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%% %% Differentiate the following. |
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1. sin(x^3)+log(3x) , degree=2 |
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#. x^5*log(x^7) , degree=4 |
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%% %% Integrate the given expression |
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sin(x^2)+exp(x^3) |
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%% %% Find x |
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cos(x^2)-log(x)=0 |
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Does the equation have a root between 1,2. |
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Please, pause the video here. Do the exercises and then continue. |
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Lets us now try some matrix algebra symbolically :: |
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var('a,b,c,d') |
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A=matrix([[a,1,0],[0,b,0],[0,c,d]]) |
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A |
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Now lets do some of the matrix operations on this matrix |
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:: |
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A.det() |
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A.inverse() |
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Following is an (are) exercise(s) that you must do. |
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%% %% Find the determinant and inverse of : |
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A=[[x,0,1][y,1,0][z,0,y]] |
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Please, pause the video here. Do the exercise(s) and then continue. |
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{{{ Show the summary slide }}} |
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That brings us to the end of this tutorial. In this tutorial we learnt |
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how to |
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* define symbolic expression and functions |
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* use built-in constants and functions |
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* use <Tab> to see the documentation of a function |
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* do simple calculus |
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* substitute values in expressions using ``substitute`` function |
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* create symbolic matrices and perform operations on them |
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