Difference between revisions of "Applications-of-GeoGebra/C3/Differentiation-using-GeoGebra/English"
(Created page with " {|border=1 | | '''Visual Cue''' | | '''Narration''' |- | | '''Slide Number 1''' '''Title Slide''' | | Welcome to this tutorial on '''Differentiation using GeoGebra'''. |- |...") |
Snehalathak (Talk | contribs) |
||
(5 intermediate revisions by 2 users not shown) | |||
Line 1: | Line 1: | ||
− | |||
{|border=1 | {|border=1 | ||
− | | | '''Visual Cue''' | + | || '''Visual Cue''' |
− | | | '''Narration''' | + | || '''Narration''' |
|- | |- | ||
− | | | '''Slide Number 1''' | + | || '''Slide Number 1''' |
'''Title Slide''' | '''Title Slide''' | ||
− | | | Welcome to this tutorial on '''Differentiation using GeoGebra'''. | + | || Welcome to this tutorial on '''Differentiation using GeoGebra'''. |
|- | |- | ||
− | | | '''Slide Number 2''' | + | || '''Slide Number 2''' |
'''Learning Objectives''' | '''Learning Objectives''' | ||
− | | | In this tutorial, we will learn how to use '''GeoGebra''' to: | + | || In this tutorial, we will learn how to use '''GeoGebra''' to: |
Understand Differentiation | Understand Differentiation | ||
− | Draw graphs of derivative of functions | + | Draw graphs of derivative of functions. |
− | + | ||
|- | |- | ||
− | | | '''Slide Number 3''' | + | || '''Slide Number 3''' |
'''System Requirement''' | '''System Requirement''' | ||
− | | | Here I am using: | + | || Here I am using: |
− | '''Ubuntu Linux''' | + | '''Ubuntu Linux''' Operating System version 16.04 |
− | '''GeoGebra''' 5.0.481.0-d | + | '''GeoGebra''' 5.0.481.0-d. |
|- | |- | ||
− | | | '''Slide Number 4''' | + | || '''Slide Number 4''' |
'''Pre-requisites''' | '''Pre-requisites''' | ||
− | |||
'''www.spoken-tutorial.org''' | '''www.spoken-tutorial.org''' | ||
− | | | To follow this '''tutorial''', you should be familiar with: | + | || To follow this '''tutorial''', you should be familiar with: |
'''GeoGebra''' interface | '''GeoGebra''' interface | ||
Line 45: | Line 42: | ||
|- | |- | ||
− | | | '''Slide Number 5''' | + | || '''Slide Number 5''' |
'''Differentiation: First Principles''' | '''Differentiation: First Principles''' | ||
− | |||
'''f(x) = x<sup>2</sup>-x''' | '''f(x) = x<sup>2</sup>-x''' | ||
Line 56: | Line 52: | ||
'''A (x, f(x)), B (x+j, f(x+j))''' | '''A (x, f(x)), B (x+j, f(x+j))''' | ||
− | | | | + | ||'''Differentiation: First Principles''' |
Let us understand differentiation using '''first principles''' for the '''function f of x'''. | Let us understand differentiation using '''first principles''' for the '''function f of x'''. | ||
Line 64: | Line 60: | ||
'''f prime x''' is the derivative of '''f of x'''. | '''f prime x''' is the derivative of '''f of x'''. | ||
+ | |||
Consider 2 points, '''A''' and '''B'''. | Consider 2 points, '''A''' and '''B'''. | ||
Line 69: | Line 66: | ||
'''A''' is '''x''' comma '''f of x''' and '''B''' is '''x''' plus '''j''' comma '''f of x''' plus '''j''' | '''A''' is '''x''' comma '''f of x''' and '''B''' is '''x''' plus '''j''' comma '''f of x''' plus '''j''' | ||
|- | |- | ||
− | | | Show the '''GeoGebra''' window. | + | || Show the '''GeoGebra''' window. |
− | | | I have opened the '''GeoGebra''' interface. | + | || I have opened the '''GeoGebra''' interface. |
|- | |- | ||
− | | | Type '''f(x)=x^2-x''' in the '''input bar''' >> '''Enter''' | + | || Type '''f(x)=x^2-x''' in the '''input bar''' >> '''Enter''' |
− | | | In the '''input bar''', type the following line | + | || In the '''input bar''', type the following line. |
For the '''caret symbol''', hold the '''Shift''' key down and press 6. | For the '''caret symbol''', hold the '''Shift''' key down and press 6. | ||
− | ''' | + | Press '''Enter'''. |
|- | |- | ||
− | | | Point to the equation in '''Algebra''' view. | + | || Point to the equation in '''Algebra''' view. |
Point to '''parabola''' in '''Graphics''' view. | Point to '''parabola''' in '''Graphics''' view. | ||
− | | | | + | || Observe the equation and the parabolic graph of '''function f'''. |
|- | |- | ||
− | + | || Click on '''Point on Object''' tool >> click on the parabola at '''(2,2)'''. | |
− | + | ||
− | + | ||
− | | | Click on '''Point on Object''' tool >> click on the parabola at '''(2,2)'''. | + | |
Point to '''A''' at '''(2,2)'''. | Point to '''A''' at '''(2,2)'''. | ||
− | |||
− | + | Click on '''Point''' tool and click on '''(3,6)'''. | |
− | + | ||
− | + | || Clicking on the '''Point on Object''' tool, create point A at 2 comma 2 and B at 3 comma 6. | |
− | | | | + | |
|- | |- | ||
− | | | Click on '''Line''' tool | + | || Click on '''Line''' tool >> click on points '''B''' and '''A'''. |
− | | | Click on '''Line''' tool and click on points '''B''' and '''A'''. | + | || Click on '''Line''' tool and click on points '''B''' and '''A''' to draw line '''g'''. |
|- | |- | ||
− | | | Click on the '''Move''' tool. | + | || Click on the '''Move''' tool. |
Double click on the resulting '''line g''' and click on '''Object Properties'''. | Double click on the resulting '''line g''' and click on '''Object Properties'''. | ||
Line 107: | Line 100: | ||
Click on '''Style''' tab and select '''dashed style'''. | Click on '''Style''' tab and select '''dashed style'''. | ||
− | | | | + | || As shown earlier in this series, make this line '''g ''' blue and dashed. |
|- | |- | ||
− | | | Click on '''Tangents''' tool under '''Perpendicular Line''' tool. | + | || Click on '''Tangents''' tool under '''Perpendicular Line''' tool. |
− | | | Under '''Perpendicular Line''', click on '''Tangents'''. | + | || Under '''Perpendicular Line''', click on '''Tangents'''. |
|- | |- | ||
− | | | Click on '''A''' | + | || Click on '''A''' >> click on the parabola. |
− | | | | + | || Click on '''A''' and then on the parabola. |
|- | |- | ||
− | | | Point to '''tangent h''' at point '''A''' to the | + | || Point to '''tangent h''' at point '''A''' to the parabola. |
− | | | This draws a '''tangent h''' at point '''A''' to the | + | || This draws a '''tangent h''' at point '''A''' to the parabola. |
|- | |- | ||
− | | | Double click on '''tangent h''' and click on '''Object Properties'''. | + | || Double click on '''tangent h''' and click on '''Object Properties'''. |
Under '''Color''' tab, select red. | Under '''Color''' tab, select red. | ||
Close the '''Preferences''' box. | Close the '''Preferences''' box. | ||
− | | | Let us make '''tangent h''' a red line. | + | || Let us make '''tangent h''' a red line. |
|- | |- | ||
− | | | Click on '''Point''' tool and click in '''Graphics''' view | + | || Click on '''Point''' tool and click in '''Graphics''' view. |
− | + | ||
− | + | ||
− | + | ||
− | + | ||
− | + | ||
− | + | ||
− | + | ||
− | + | Point to point '''C'''. | |
+ | || Click on the '''Point''' tool and click anywhere in '''Graphics''' view. | ||
− | + | This creates point '''C'''. | |
|- | |- | ||
− | | | | + | || Double click on point '''C''' in '''Algebra''' view and change its '''coordinates''' to '''(x(B),y(A))'''. |
− | + | ||
+ | Point to '''C'''. | ||
+ | || In '''Algebra''' view, double-click on '''C''' and change its '''coordinates''' to the following. | ||
|- | |- | ||
− | | | | + | ||Point to B and A. |
− | | | | + | || Now C has the same '''x coordinate''' as point '''B''' and the same '''y coordinate''' as point '''A'''. |
|- | |- | ||
− | | | Under '''Line''', click on '''Segment''' and click on '''B '''and '''C''', and then on '''A''' and '''C'''. | + | || Under '''Line''', click on '''Segment''' and click on '''B '''and '''C''', and then on '''A''' and '''C'''. |
− | | | | + | || Let us use the '''Segment''' tool to draw segments '''BC''' and '''AC'''. |
+ | |- | ||
+ | || Right-click on '''C''' >> Select '''Object Properties''' >> '''Color''' tab >> Purple | ||
− | + | Click on '''Style''' tab >> select dashed line | |
− | + | Under '''Basic''' tab >> choose '''Name and Value''' >> '''Show Label''' check box. | |
− | + | ||
− | + | ||
− | + | Close the '''Preferences''' dialog box. | |
− | | | We will make '''AC''' and '''BC''' purple and dashed segments. | + | || We will make '''AC''' and '''BC''' purple and dashed segments. |
|- | |- | ||
− | | | | + | || With '''Move''' highlighted, drag '''B''' towards '''A''' on the parabola. |
− | | | | + | || With '''Move''' highlighted, drag '''B''' towards '''A''' on the parabola. |
|- | |- | ||
− | + | || Point to the value of '''j''' (length of '''AC''') and lines '''g''' and '''h'''. | |
− | + | || Observe lines '''g''' and '''h''' and the value of '''j''' (length of '''AC'''). | |
− | + | ||
− | + | ||
− | + | ||
− | + | ||
− | | | Point to the value of '''j''' (length of '''AC''') and lines '''g''' and '''h'''. | + | |
− | | | Observe lines '''g''' and '''h''' and the value of '''j''' (length of '''AC'''). | + | |
− | As '''j''' approaches 0, points '''B'''and '''A''' begin to overlap. | + | As '''j''' approaches 0, points '''B''' and '''A''' begin to overlap. |
Lines '''g''' and '''h''' also begin to overlap. | Lines '''g''' and '''h''' also begin to overlap. | ||
|- | |- | ||
− | | | Point to line '''g''', '''BC''' and '''AC'''. | + | || Point to line '''g''', '''BC''' and '''AC'''. |
− | | | Slope of line '''g''' is the ratio of length of '''BC''' to length of '''AC'''. | + | || Slope of line '''g''' is the ratio of length of '''BC''' to length of '''AC'''. |
|- | |- | ||
− | | | Point to all the points on the parabola. | + | || Point to all the points on the parabola. |
− | | | Derivative of the parabola is the | + | || Derivative of the parabola is the slope of the tangent at each point on the curve. |
|- | |- | ||
− | + | || Point to text-box that appears in '''GeoGebra''' window. | |
− | + | ||
− | + | ||
− | + | ||
− | + | ||
− | | | Point to text-box that appears in '''GeoGebra''' window. | + | |
As '''B''' approaches '''A''', slope '''AB''' approaches slope of tangent at '''A'''. | As '''B''' approaches '''A''', slope '''AB''' approaches slope of tangent at '''A'''. | ||
− | | | As '''B''' approaches '''A''' on '''f of x''', slope of '''AB''' approaches the slope of tangent at '''A'''. | + | || As '''B''' approaches '''A''' on '''f of x''', slope of '''AB''' approaches the slope of tangent at '''A'''. |
|- | |- | ||
− | | | | + | || |
− | | | Now let us look at the '''Algebra''' behind these concepts. | + | || Now let us look at the '''Algebra''' behind these concepts. |
|- | |- | ||
− | | | '''Slide Number | + | || '''Slide Number 6''' |
'''Differentiation: First Principles, the Algebra''' | '''Differentiation: First Principles, the Algebra''' | ||
− | |||
− | + | '''f'(x) = lim_j→0 (length of Segment BC / length of Segment AC)''' | |
+ | |||
+ | '''<nowiki>= lim_j→0 </nowiki>[(f(x+j) – f(x)]/[(x+j) – x]''' | ||
Remember '''f(x) = x<sup>2</sup>-x, (x+j)<sup>2</sup> = x<sup>2</sup>+2xj+j<sup>2</sup>''' | Remember '''f(x) = x<sup>2</sup>-x, (x+j)<sup>2</sup> = x<sup>2</sup>+2xj+j<sup>2</sup>''' | ||
− | '''f'(x) = | + | '''f'(x) = lim_j→0 [(x+j)<sup>2</sup>-(x+j)-(x<sup>2</sup>-x)]/(x+j-x)''' |
+ | |||
+ | ||'''Differentiation: First Principles, the Algebra''' | ||
− | + | Slope of line '''AB''' equals the ratio of the lengths of '''BC''' to '''AC'''. | |
Line '''AB''' becomes the tangent at point '''A''' as distance '''j''' between '''A''' and '''B''' approaches 0. | Line '''AB''' becomes the tangent at point '''A''' as distance '''j''' between '''A''' and '''B''' approaches 0. | ||
− | '''BC''' is the difference between '''y | + | |
+ | '''BC''' is the difference between '''y coordinates''', '''f of x''' plus '''j''' and '''f of x''', for '''A''' and '''B'''. | ||
+ | |||
'''AC''' is the difference between the '''x-coordinates''', '''x''' plus '''j''' and '''x'''. | '''AC''' is the difference between the '''x-coordinates''', '''x''' plus '''j''' and '''x'''. | ||
Line 215: | Line 198: | ||
We will expand the terms in the numerator. | We will expand the terms in the numerator. | ||
|- | |- | ||
− | | | '''Slide | + | || '''Slide Number 7 |
− | ''' | + | '''The Algebra-Cont’d''' |
− | |||
− | + | '''f'(x) = lim_j→0 [x<sup>2</sup>+2xj+j<sup>2</sup>-x-j-x<sup>2</sup>+x]/j''' | |
− | ''' | + | '''<nowiki>= lim_j→0 [</nowiki>2xj+j<sup>2</sup>-j]/j = lim_j→0 [j(2x+j-1)]/j''' |
− | + | ||
− | |||
− | + | '''<nowiki>= lim_j→0 [2x+j-1] = 2x-1</nowiki>''' | |
+ | |||
+ | '''f'(x<sup>2</sup>-x) = 2x -1''' | ||
+ | || After expanding the terms in the numerator, we will cancel out similar terms with opposite signs. | ||
+ | |||
+ | |||
+ | We will pull out '''j''' from the numerator and cancel it. | ||
+ | |||
+ | |||
+ | Note that as '''j''' approaches 0, '''j''' can be ignored. So that '''2x''' plus '''j''' minus 1 approaches '''2x''' minus 1. | ||
− | |||
As we know, derivative of '''x squared''' minus<sup> '''</sup>x''' is '''2x''' minus 1. | As we know, derivative of '''x squared''' minus<sup> '''</sup>x''' is '''2x''' minus 1. | ||
− | |||
|- | |- | ||
− | | | | + | || |
− | | | Let us look at derivative graphs for some '''functions'''. | + | || Let us look at derivative graphs for some '''functions'''. |
|- | |- | ||
− | | | '''Slide Number | + | || '''Slide Number 8''' |
'''Differentiation of a Polynomial Function''' | '''Differentiation of a Polynomial Function''' | ||
+ | |||
Consider '''g(x)=5+12x-x<sup>3'''</sup> | Consider '''g(x)=5+12x-x<sup>3'''</sup> | ||
− | '''d(5+12x-x<sup>3</sup>)/dx = d(5)/dx + d(12x)/dx - d(x<sup>3</sup>)/dx = 0 + 12 - 3x <sup>2 </sup> = -3x <sup>2 </sup>+12''' | + | '''Differentiation rules''': |
+ | |||
+ | '''<div>d(u±v)/dx = d(u)/dx ± d(v)/dx</div>''' | ||
+ | |||
+ | '''d(5+12x-x<sup>3</sup>)/dx = d(5)/dx + d(12x)/dx - d(x<sup>3</sup>)/dx <nowiki>= 0 + 12 - 3x</nowiki><sup>2 </sup><nowiki>= -3x</nowiki><sup>2 </sup>+12''' | ||
+ | |||
For '''g(x)=5+12x-x<sup>3</sup>, g'(x) = -3x<sup>2 </sup>+12''' | For '''g(x)=5+12x-x<sup>3</sup>, g'(x) = -3x<sup>2 </sup>+12''' | ||
− | | | | + | ||'''Differentiation of a Polynomial Function''' |
− | + | ||
+ | Consider '''g of x'''. | ||
Derivative '''g prime x''' is the sum and difference of derivatives of the individual components. | Derivative '''g prime x''' is the sum and difference of derivatives of the individual components. | ||
− | '''g prime x | + | |
+ | '''g prime x''' is calculated by applying these rules. | ||
|- | |- | ||
− | | | | + | || |
− | | | Let us differentiate '''g of x''' in '''GeoGebra'''. | + | || Let us differentiate '''g of x''' in '''GeoGebra'''. |
|- | |- | ||
− | | | Open a new '''GeoGebra''' window. | + | || Open a new '''GeoGebra''' window. |
− | | | Open a new '''GeoGebra''' window. | + | || Open a new '''GeoGebra''' window. |
|- | |- | ||
− | | | Type '''g(x)=5+12x-x^3''' in '''input bar''' >> '''Enter''' | + | || Type '''g(x)=5+12x-x^3''' in '''input bar''' >> '''Enter''' |
− | | | In the '''input bar''', type the following line and press '''Enter'''. | + | || In the '''input bar''', type the following line and press '''Enter'''. |
+ | |- | ||
+ | || Under '''Move Graphics View''', click on '''Zoom Out'''. | ||
+ | |||
+ | Click in '''Graphics''' view until you see '''function g'''. | ||
+ | |||
+ | || As shown earlier in the series, zoom out to see '''function g''' properly. | ||
− | |||
|- | |- | ||
− | | | Right-click in '''Graphics''' view and select '''xAxis : yAxis''' option. | + | || Right-click in '''Graphics''' view and select '''xAxis : yAxis''' option. |
Select '''1:5'''. | Select '''1:5'''. | ||
− | | | Right-click in '''Graphics''' view and select '''xAxis''' is to '''yAxis''' option. | + | || Right-click in '''Graphics''' view and select '''xAxis''' is to '''yAxis''' option. |
Select 1 is to 5. | Select 1 is to 5. | ||
|- | |- | ||
− | | | | + | || Under '''Move Graphics View''', click on '''Zoom Out''' again. |
− | + | ||
+ | Click in '''Graphics''' view to zoom out. | ||
+ | || I will zoom out again. | ||
|- | |- | ||
− | | | Click on '''Tangent''' under '''Perpendicular Line'''. | + | || Click on '''Point on Object''' tool and click on the curve to create point '''A'''. |
+ | |||
+ | Click on '''Tangent''' under '''Perpendicular Line'''. | ||
Click on point '''A''' and the curve. | Click on point '''A''' and the curve. | ||
− | |||
− | + | || As shown earlier, draw point '''A''' on curve '''g''' and a tangent '''f''' at this point. | |
|- | |- | ||
− | | | | + | || Click on '''Slope''' tool under '''Angle''' tool and on tangent line '''f'''. |
− | | | | + | || Under '''Angle''', click on '''Slope''' and on tangent line '''f'''. |
|- | |- | ||
− | | | | + | || Point to slope of '''line f''' at '''A''' appearing as '''m''' value in '''Graphics''' view. |
− | | | | + | || Slope of tangent line '''f''' appears as '''m''' value in '''Graphics''' view. |
|- | |- | ||
− | + | || Click on '''Point''' tool and in '''Graphics''' view to create point '''B'''. | |
− | + | ||
− | + | ||
− | | | Click on '''Point''' tool and in '''Graphics''' view to create point '''B | + | |
− | + | ||
− | + | ||
− | + | ||
− | + | ||
− | + | Double click on point '''B''' in '''Algebra''' view and change '''coordinates''' to ('''x(A), m)'''. | |
− | + | ||
− | + | ||
− | + | ||
− | + | Point to points '''A''' and '''B''' and slope ''' m''' of tangent line '''g'''. | |
+ | |||
+ | || Draw point '''B''' and change its '''coordinates''' to '''x A''' in parentheses comma '''m'''. | ||
|- | |- | ||
− | | | Right-click on point '''B''' | + | || Right-click on point '''B''' >> select '''Trace On''' option. |
− | | | Right-click on | + | || Right-click on '''B''' and select '''Trace On''' option |
|- | |- | ||
− | | | Click on '''Move''' tool and move point '''A''' on curve. | + | || Click on '''Move''' tool and move point '''A''' on curve. |
Observe the curve traced by point '''B'''. | Observe the curve traced by point '''B'''. | ||
− | | | | + | || With '''Move''' tool highlighted, move point '''A''' on curve. |
Observe the curve traced by point '''B'''. | Observe the curve traced by point '''B'''. | ||
|- | |- | ||
− | | | Type '''Deri''' in '''input bar''' >> select '''Derivative( <Function> )''' >> Type '''g''' instead of highlighted '''<Function>''' >> press '''Enter''' | + | || |
− | | | In the '''input bar''', type ''' | + | || Let us check whether we have the correct '''derivative''' graph. |
+ | |- | ||
+ | || Type '''Deri''' in '''input bar''' >> select '''Derivative( <Function> )''' >> Type '''g''' instead of highlighted '''<Function>''' >> press '''Enter''' | ||
+ | || In the '''input bar''', type '''d e r i'''. | ||
+ | |||
From the menu that appears, select '''Derivative Function''' option. | From the menu that appears, select '''Derivative Function''' option. | ||
Type '''g''' to replace the highlighted word '''<Function>'''. | Type '''g''' to replace the highlighted word '''<Function>'''. | ||
+ | |||
Press '''Enter'''. | Press '''Enter'''. | ||
|- | |- | ||
− | | | Point to the | + | ||Point to the equation in '''Algebra''' view. |
− | | | | + | |
+ | Drag the boundary. | ||
+ | || Note the equation of '''g prime x''' in '''Algebra''' view. | ||
+ | |||
+ | Drag the boundary to see it properly | ||
|- | |- | ||
− | | | | + | || Compare slides' calculations with equation of '''g'(x)''' in '''Algebra''' view. |
− | | | | + | || Compare the calculations in the previous slide with the equation of '''g prime x''' |
|- | |- | ||
− | + | || | |
− | + | || Let us find the maxima and minima of the '''function g of x'''. | |
− | + | ||
− | + | ||
− | + | ||
− | + | ||
− | | | | + | |
− | | | Let us | + | |
− | + | ||
− | + | ||
|- | |- | ||
− | | | Point to derivative curve '''g'(x)''' above the '''x-axis''' and to '''g(x)'''. | + | || Point to derivative curve '''g'(x)''' above the '''x-axis''' and to '''g(x)'''. |
− | | | Derivative curve '''g prime x''' remains above the '''x-axis''' (is positive) as long as '''g of x''' is increasing. | + | || Derivative curve '''g prime x''' remains above the '''x-axis''' (is positive) as long as '''g of x''' is increasing. |
|- | |- | ||
− | | | Point to derivative curve '''g'(x)''' below the '''x-axis''' and to '''g(x)'''. | + | || Point to derivative curve '''g'(x)''' below the '''x-axis''' and to '''g(x)'''. |
− | | | '''g prime x''' remains below the '''x-axis''' (is negative) as long as '''g of x''' is decreasing. | + | || '''g prime x''' remains below the '''x-axis''' (is negative) as long as '''g of x''' is decreasing. |
|- | |- | ||
− | | | Point to derivative curve '''g'(x)''' intersecting '''x-axis''' at '''x = -2 '''and''' x = 2'''. | + | || Point to derivative curve '''g'(x)''' intersecting '''x-axis''' at '''x = -2 '''and''' x = 2'''. |
− | | | 2 and -2 are the values of '''x''' when '''g prime x''' equals 0. | + | || 2 and -2 are the values of '''x''' when '''g prime x''' equals 0. |
|- | |- | ||
− | | | | + | ||Point to slope. |
− | | | Slope of the | + | || Slope of the tangent at the corresponding point on '''g of x''' is 0. |
− | + | Such points on '''g of x''' are maxima or minima. | |
|- | |- | ||
− | | | | + | ||Point to '''(-2,-11)''' and '''(2,21)'''. |
− | + | || Hence, for '''g of x,''' -2 comma -11 is the minimum and 2 comma 21 is the maximum. | |
− | Point to '''(-2,-11)''' and '''(2,21)'''. | + | |
− | | | Hence, for '''g of x,''' -2 comma -11 is the minimum and 2 comma 21 is the maximum. | + | |
|- | |- | ||
− | | | Point to minimum of '''g(x)''' and '''x=-3''' and '''x = -1'''. | + | || Point to minimum of '''g(x)''' and '''x=-3''' and '''x = -1'''. |
− | | | In '''GeoGebra''', we can see that the minimum value of '''g of x''' lies between '''x''' equals -3 and '''x''' equals -1. | + | || In '''GeoGebra''', we can see that the minimum value of '''g of x''' lies between '''x''' equals -3 and '''x''' equals -1. |
|- | |- | ||
− | | | In the '''input bar''', type '''Min''' | + | || In the '''input bar''', type '''Min'''. |
− | From the menu that appears, select '''Min Function Start x-Value End x-Value''' option. | + | From the menu that appears, select '''Min Function Start x-Value, End x-Value''' option. |
− | Type '''g''' | + | Type '''g''' for '''Function'''. |
− | Press '''Tab''' to | + | Press '''Tab''' to go to the next argument. |
− | + | Type -4 and -1 as '''Start''' and '''End x-Values'''. | |
Press '''Enter'''. | Press '''Enter'''. | ||
− | | | In the '''input bar''', type '''Min''' | + | || In the '''input bar''', type '''Min'''. |
− | From the menu that appears, select '''Min Function Start x-Value End x-Value''' option. | + | From the menu that appears, select '''Min Function Start x-Value, End x-Value''' option. |
− | Type '''g''' | + | Type '''g''' for '''Function'''. |
− | Press '''Tab''' to | + | Press '''Tab''' to go to the next argument. |
− | + | Type -4 and -1 as '''Start''' and '''End x-Values'''. | |
Press '''Enter'''. | Press '''Enter'''. | ||
|- | |- | ||
− | | | Point to minimum '''C''' in '''Graphics '''view and its '''co-ordinates''' in '''Algebra''' view. | + | || Point to minimum '''C''' in '''Graphics''' view and its '''co-ordinates''' in '''Algebra''' view. |
− | | | In '''Graphics''' | + | || In '''Graphics view''', we see the minimum on '''g of x'''. |
− | Its '''co-ordinates''' are -2 comma -11 in '''Algebra''' view. | + | Its '''co-ordinates''' are -2 comma -11 in '''Algebra''' '''view'''. |
|- | |- | ||
− | | | In the '''input bar''', type '''Max''' | + | || In the '''input bar''', type '''Max'''. |
− | From the menu that appears, select '''Max Function Start x-Value End x-Value''' option. | + | From the menu that appears, select '''Max Function Start x-Value, End x-Value''' option. |
− | Type '''g''' | + | Type '''g''', 1 and 4 as the arguments. |
− | + | ||
− | + | ||
− | + | ||
− | + | ||
Press '''Enter.''' | Press '''Enter.''' | ||
− | | | In the '''input bar''', type '''Max''' | + | || In the '''input bar''', type '''Max'''. |
− | From the menu that appears, select '''Max Function Start x-Value End x-Value''' option. | + | From the menu that appears, select '''Max Function Start x-Value, End x-Value''' option. |
− | |||
− | + | Type '''g''', 1 and 4 as the arguments. | |
− | + | Press '''Enter.''' | |
− | + | ||
− | Press '''Enter''' | + | |
|- | |- | ||
− | | | Point to maximum '''C''' in '''Graphics''' view and its '''co-ordinates''' in '''Algebra''' view. | + | || Point to maximum '''C''' in '''Graphics''' view and its '''co-ordinates''' in '''Algebra''' view. |
− | | | | + | || We see the maximum on '''g of x''', 2 comma 21. |
− | + | ||
− | + | ||
|- | |- | ||
− | | | | + | || |
− | | | Finally, let us take a look at a practical application of differentiation. | + | || Finally, let us take a look at a practical application of differentiation. |
|- | |- | ||
− | | | '''Slide Number | + | || '''Slide Number 9''' |
'''A Practical Application of Differentiation''' | '''A Practical Application of Differentiation''' | ||
+ | |||
We have a 24 inches by 15 inches piece of cardboard | We have a 24 inches by 15 inches piece of cardboard | ||
Line 430: | Line 416: | ||
We have to convert it into a box | We have to convert it into a box | ||
− | Squares have to be cut from the four corners | + | Squares have to be cut out from the four corners |
What size squares should we cut out to get the maximum volume of the box? | What size squares should we cut out to get the maximum volume of the box? | ||
− | | | + | || We have a 24 inches by 15 inches piece of cardboard. |
− | + | ||
− | We have a 24 inches by 15 inches piece of cardboard. | + | |
We have to convert it into a box. | We have to convert it into a box. | ||
Line 443: | Line 427: | ||
What size squares should we cut out to get the maximum volume of the box? | What size squares should we cut out to get the maximum volume of the box? | ||
|- | |- | ||
− | | | '''Slide Number | + | || '''Slide Number 10''' |
'''A Sketch of the Cardboard''' | '''A Sketch of the Cardboard''' | ||
Let’s draw the cardboard: | Let’s draw the cardboard: | ||
− | |||
− | |||
The volume function here is '''(24-2x)*(15-2x)*x''' cubic inches. | The volume function here is '''(24-2x)*(15-2x)*x''' cubic inches. | ||
− | | | + | || '''A Sketch of the Cardboard''' |
Let us draw the cardboard: | Let us draw the cardboard: | ||
Line 460: | Line 442: | ||
You could expand it into a '''cubic polynomial'''<nowiki>; but we will leave it as it is. </nowiki> | You could expand it into a '''cubic polynomial'''<nowiki>; but we will leave it as it is. </nowiki> | ||
|- | |- | ||
− | | | Open a new '''GeoGebra''' window. | + | || Open a new '''GeoGebra''' window. |
− | | | Open a new '''GeoGebra''' window. | + | || Open a new '''GeoGebra''' window. |
|- | |- | ||
− | | | Type '''(24-2 x) (15-2 x) x''' in the '''input bar''' >> '''Enter'''. | + | || Type '''(24-2 x) (15-2 x) x''' in the '''input bar''' >> '''Enter'''. |
− | | | In the '''input bar''', type the following line and press '''Enter'''. | + | || In the '''input bar''', type the following line and press '''Enter'''. |
− | + | ||
− | + | ||
|- | |- | ||
− | | | Drag the boundary to see the equation properly in '''Algebra''' view. | + | || Drag the boundary to see the equation properly in '''Algebra''' view. |
− | | | Drag the boundary to see the equation properly in '''Algebra''' view. | + | || Drag the boundary to see the equation properly in '''Algebra''' view. |
|- | |- | ||
− | | | Right-click in '''Graphics''' view and set '''xAxis : yAxis''' to '''1:50'''. | + | || Right-click in '''Graphics''' view and set '''xAxis : yAxis''' to '''1:50'''. |
− | | | Right-click in '''Graphics''' view and set '''xAxis''' is to '''yAxis''' to 1 is to 50. | + | |
+ | Under '''Move Graphics View''', click on '''Zoom Out'''. | ||
+ | |||
+ | Click in '''Graphics''' view to see the '''function''' properly. | ||
+ | |||
+ | || Right-click in '''Graphics''' view and set '''xAxis''' is to '''yAxis''' to 1 is to 50. | ||
+ | |||
+ | Now, zoom out to see the function properly. | ||
|- | |- | ||
− | | | Point to the graph for this volume '''function''' in '''Graphics''' view. | + | || Point to the graph for this volume '''function''' in '''Graphics''' view. |
− | |||
− | |||
Click in and drag the background to move '''Graphics''' view to see the maximum. | Click in and drag the background to move '''Graphics''' view to see the maximum. | ||
+ | || Observe the graph that is plotted for the volume '''function''' in '''Graphics''' view. | ||
+ | |||
+ | Drag the background to see the maximum. | ||
|- | |- | ||
− | | | Point to the maximum on top of the broad peak and to '''x''' = 0 and '''x''' = 7. | + | || Point to the maximum on top of the broad peak and to '''x''' = 0 and '''x''' = 7. |
− | | | Note that the maximum is on the top of | + | || Note that the maximum is on the top of this broad peak. |
|- | |- | ||
− | | | Point to both axes. | + | || Point to both axes. |
− | | | The length of the square side is plotted along the '''x-axis'''. | + | || The length of the square side is plotted along the '''x-axis'''. |
Volume of the box is plotted along the '''y-axis'''. | Volume of the box is plotted along the '''y-axis'''. | ||
|- | |- | ||
− | | | In the '''input bar''', type '''Max''' with capital M. | + | || In the '''input bar''', type '''Max''' with capital M. |
+ | |||
From the menu that appears, select '''Max Function Start x-Value End x-value'''. | From the menu that appears, select '''Max Function Start x-Value End x-value'''. | ||
+ | |||
Instead of highlighted '''Function''', type '''f'''. | Instead of highlighted '''Function''', type '''f'''. | ||
+ | |||
Press '''Tab''' to move and highlight '''Start x-Value''' and type 0. | Press '''Tab''' to move and highlight '''Start x-Value''' and type 0. | ||
+ | |||
Again, press '''Tab''' to move and highlight '''End x-Value''' and type 10. | Again, press '''Tab''' to move and highlight '''End x-Value''' and type 10. | ||
+ | |||
Press '''Enter'''. | Press '''Enter'''. | ||
− | | | As before, let us find the maximum of this '''function'''. | + | || As before, let us find the maximum of this '''function'''. |
+ | |||
|- | |- | ||
− | | | Point to the maximum,''' A''', in '''Graphics''' view and its '''coordinates''' in '''Algebra''' view. | + | ||Point to the maximum,''' A''', in '''Graphics''' view and its '''coordinates''' in '''Algebra''' view. |
− | | | This maps the maximum, point '''A''', on the curve. | + | || This maps the maximum, point '''A''', on the curve. |
− | + | ||
− | + | ||
Its '''coordinates''' 3 comma 486 appear in '''Algebra''' view. | Its '''coordinates''' 3 comma 486 appear in '''Algebra''' view. | ||
− | Thus, we have to cut out 3 | + | |
+ | Thus, we have to cut out 3 inch squares from all corners. | ||
This will give the maximum possible volume of 486 cubic inches for the cardboard box. | This will give the maximum possible volume of 486 cubic inches for the cardboard box. | ||
|- | |- | ||
− | | | | + | || |
− | | | Let us summarize. | + | || Let us summarize. |
|- | |- | ||
− | | | '''Slide Number | + | || '''Slide Number 11''' |
'''Summary''' | '''Summary''' | ||
− | | | In this | + | || In this tutorial, we have learnt how to use '''GeoGebra''' to: |
Understand differentiation | Understand differentiation | ||
Line 525: | Line 518: | ||
Draw graphs of derivatives of '''functions''' | Draw graphs of derivatives of '''functions''' | ||
|- | |- | ||
− | | | '''Slide Number | + | || '''Slide Number 12''' |
'''Assignment''' | '''Assignment''' | ||
Line 538: | Line 531: | ||
Find the derivatives of these '''functions''' independently and compare with '''GeoGebra''' graphs. | Find the derivatives of these '''functions''' independently and compare with '''GeoGebra''' graphs. | ||
− | | | As an assignment: | + | || As an assignment: |
Draw graphs of derivatives of the following functions in '''GeoGebra'''. | Draw graphs of derivatives of the following functions in '''GeoGebra'''. | ||
+ | |||
Find the derivatives of these '''functions''' independently and compare with '''GeoGebra''' graphs. | Find the derivatives of these '''functions''' independently and compare with '''GeoGebra''' graphs. | ||
|- | |- | ||
− | | | '''Slide Number | + | || '''Slide Number 13''' |
'''About Spoken Tutorial project''' | '''About Spoken Tutorial project''' | ||
− | | | The video at the following link summarizes the '''Spoken Tutorial''' project. | + | || The video at the following link summarizes the '''Spoken Tutorial''' project. |
Please download and watch it. | Please download and watch it. | ||
|- | |- | ||
− | | | '''Slide Number | + | || '''Slide Number 14''' |
'''Spoken Tutorial workshops''' | '''Spoken Tutorial workshops''' | ||
− | | | The '''Spoken Tutorial Project '''team: | + | || The '''Spoken Tutorial Project '''team: |
Conducts workshops using spoken tutorials and | Conducts workshops using spoken tutorials and | ||
Line 561: | Line 555: | ||
For more details, please write to us. | For more details, please write to us. | ||
|- | |- | ||
− | | | '''Slide Number | + | || '''Slide Number 15''' |
'''Forum for specific questions:''' | '''Forum for specific questions:''' | ||
Line 574: | Line 568: | ||
Someone from our team will answer them | Someone from our team will answer them | ||
− | | | Please post your timed queries on this forum. | + | || Please post your timed queries on this forum. |
|- | |- | ||
− | | | '''Slide Number | + | || '''Slide Number 16''' |
'''Acknowledgement''' | '''Acknowledgement''' | ||
− | | | '''Spoken Tutorial Project''' is funded by NMEICT, MHRD, Government of India. | + | || '''Spoken Tutorial Project''' is funded by NMEICT, MHRD, Government of India. |
More information on this mission is available at this link. | More information on this mission is available at this link. | ||
|- | |- | ||
− | | | | + | || |
− | | | This is '''Vidhya Iyer''' from''' IIT Bombay''', signing off. | + | || This is '''Vidhya Iyer''' from''' IIT Bombay''', signing off. |
Thank you for joining. | Thank you for joining. | ||
|- | |- | ||
|} | |} |
Latest revision as of 11:35, 15 January 2019
Visual Cue | Narration |
Slide Number 1
Title Slide |
Welcome to this tutorial on Differentiation using GeoGebra. |
Slide Number 2
Learning Objectives |
In this tutorial, we will learn how to use GeoGebra to:
Understand Differentiation Draw graphs of derivative of functions. |
Slide Number 3
System Requirement |
Here I am using:
Ubuntu Linux Operating System version 16.04 GeoGebra 5.0.481.0-d. |
Slide Number 4
Pre-requisites www.spoken-tutorial.org |
To follow this tutorial, you should be familiar with:
GeoGebra interface Differentiation For relevant tutorials, please visit our website. |
Slide Number 5
Differentiation: First Principles
f'(x) is derivative of f(x) A (x, f(x)), B (x+j, f(x+j)) |
Differentiation: First Principles
Let us understand differentiation using first principles for the function f of x. f of x is equal to x squared minus x
A is x comma f of x and B is x plus j comma f of x plus j |
Show the GeoGebra window. | I have opened the GeoGebra interface. |
Type f(x)=x^2-x in the input bar >> Enter | In the input bar, type the following line.
For the caret symbol, hold the Shift key down and press 6. Press Enter. |
Point to the equation in Algebra view.
Point to parabola in Graphics view. |
Observe the equation and the parabolic graph of function f. |
Click on Point on Object tool >> click on the parabola at (2,2).
Point to A at (2,2). Click on Point tool and click on (3,6). |
Clicking on the Point on Object tool, create point A at 2 comma 2 and B at 3 comma 6. |
Click on Line tool >> click on points B and A. | Click on Line tool and click on points B and A to draw line g. |
Click on the Move tool.
Double click on the resulting line g and click on Object Properties. Click on Color tab and select blue. Click on Style tab and select dashed style. |
As shown earlier in this series, make this line g blue and dashed. |
Click on Tangents tool under Perpendicular Line tool. | Under Perpendicular Line, click on Tangents. |
Click on A >> click on the parabola. | Click on A and then on the parabola. |
Point to tangent h at point A to the parabola. | This draws a tangent h at point A to the parabola. |
Double click on tangent h and click on Object Properties.
Under Color tab, select red. Close the Preferences box. |
Let us make tangent h a red line. |
Click on Point tool and click in Graphics view.
Point to point C. |
Click on the Point tool and click anywhere in Graphics view.
This creates point C. |
Double click on point C in Algebra view and change its coordinates to (x(B),y(A)).
Point to C. |
In Algebra view, double-click on C and change its coordinates to the following. |
Point to B and A. | Now C has the same x coordinate as point B and the same y coordinate as point A. |
Under Line, click on Segment and click on B and C, and then on A and C. | Let us use the Segment tool to draw segments BC and AC. |
Right-click on C >> Select Object Properties >> Color tab >> Purple
Click on Style tab >> select dashed line Under Basic tab >> choose Name and Value >> Show Label check box. Close the Preferences dialog box. |
We will make AC and BC purple and dashed segments. |
With Move highlighted, drag B towards A on the parabola. | With Move highlighted, drag B towards A on the parabola. |
Point to the value of j (length of AC) and lines g and h. | Observe lines g and h and the value of j (length of AC).
As j approaches 0, points B and A begin to overlap. Lines g and h also begin to overlap. |
Point to line g, BC and AC. | Slope of line g is the ratio of length of BC to length of AC. |
Point to all the points on the parabola. | Derivative of the parabola is the slope of the tangent at each point on the curve. |
Point to text-box that appears in GeoGebra window.
As B approaches A, slope AB approaches slope of tangent at A. |
As B approaches A on f of x, slope of AB approaches the slope of tangent at A. |
Now let us look at the Algebra behind these concepts. | |
Slide Number 6
Differentiation: First Principles, the Algebra
= lim_j→0 [(f(x+j) – f(x)]/[(x+j) – x] Remember f(x) = x2-x, (x+j)2 = x2+2xj+j2 f'(x) = lim_j→0 [(x+j)2-(x+j)-(x2-x)]/(x+j-x) |
Differentiation: First Principles, the Algebra
Slope of line AB equals the ratio of the lengths of BC to AC. Line AB becomes the tangent at point A as distance j between A and B approaches 0.
Let us rewrite f of x plus j and f of x in terms of x squared minus x. We will expand the terms in the numerator. |
Slide Number 7
The Algebra-Cont’d
= lim_j→0 [2xj+j2-j]/j = lim_j→0 [j(2x+j-1)]/j
f'(x2-x) = 2x -1 |
After expanding the terms in the numerator, we will cancel out similar terms with opposite signs.
|
Let us look at derivative graphs for some functions. | |
Slide Number 8
Differentiation of a Polynomial Function
Differentiation rules: d(u±v)/dx = d(u)/dx ± d(v)/dx
d(5+12x-x3)/dx = d(5)/dx + d(12x)/dx - d(x3)/dx = 0 + 12 - 3x2 = -3x2 +12
|
Differentiation of a Polynomial Function
Consider g of x. Derivative g prime x is the sum and difference of derivatives of the individual components.
|
Let us differentiate g of x in GeoGebra. | |
Open a new GeoGebra window. | Open a new GeoGebra window. |
Type g(x)=5+12x-x^3 in input bar >> Enter | In the input bar, type the following line and press Enter. |
Under Move Graphics View, click on Zoom Out.
Click in Graphics view until you see function g. |
As shown earlier in the series, zoom out to see function g properly. |
Right-click in Graphics view and select xAxis : yAxis option.
Select 1:5. |
Right-click in Graphics view and select xAxis is to yAxis option.
Select 1 is to 5. |
Under Move Graphics View, click on Zoom Out again.
Click in Graphics view to zoom out. |
I will zoom out again. |
Click on Point on Object tool and click on the curve to create point A.
Click on Tangent under Perpendicular Line. Click on point A and the curve. |
As shown earlier, draw point A on curve g and a tangent f at this point. |
Click on Slope tool under Angle tool and on tangent line f. | Under Angle, click on Slope and on tangent line f. |
Point to slope of line f at A appearing as m value in Graphics view. | Slope of tangent line f appears as m value in Graphics view. |
Click on Point tool and in Graphics view to create point B.
Double click on point B in Algebra view and change coordinates to (x(A), m). Point to points A and B and slope m of tangent line g. |
Draw point B and change its coordinates to x A in parentheses comma m. |
Right-click on point B >> select Trace On option. | Right-click on B and select Trace On option |
Click on Move tool and move point A on curve.
Observe the curve traced by point B. |
With Move tool highlighted, move point A on curve.
Observe the curve traced by point B. |
Let us check whether we have the correct derivative graph. | |
Type Deri in input bar >> select Derivative( <Function> ) >> Type g instead of highlighted <Function> >> press Enter | In the input bar, type d e r i.
Type g to replace the highlighted word <Function>.
|
Point to the equation in Algebra view.
Drag the boundary. |
Note the equation of g prime x in Algebra view.
Drag the boundary to see it properly |
Compare slides' calculations with equation of g'(x) in Algebra view. | Compare the calculations in the previous slide with the equation of g prime x |
Let us find the maxima and minima of the function g of x. | |
Point to derivative curve g'(x) above the x-axis and to g(x). | Derivative curve g prime x remains above the x-axis (is positive) as long as g of x is increasing. |
Point to derivative curve g'(x) below the x-axis and to g(x). | g prime x remains below the x-axis (is negative) as long as g of x is decreasing. |
Point to derivative curve g'(x) intersecting x-axis at x = -2 and x = 2. | 2 and -2 are the values of x when g prime x equals 0. |
Point to slope. | Slope of the tangent at the corresponding point on g of x is 0.
Such points on g of x are maxima or minima. |
Point to (-2,-11) and (2,21). | Hence, for g of x, -2 comma -11 is the minimum and 2 comma 21 is the maximum. |
Point to minimum of g(x) and x=-3 and x = -1. | In GeoGebra, we can see that the minimum value of g of x lies between x equals -3 and x equals -1. |
In the input bar, type Min.
From the menu that appears, select Min Function Start x-Value, End x-Value option. Type g for Function. Press Tab to go to the next argument. Type -4 and -1 as Start and End x-Values. Press Enter. |
In the input bar, type Min.
From the menu that appears, select Min Function Start x-Value, End x-Value option. Type g for Function. Press Tab to go to the next argument. Type -4 and -1 as Start and End x-Values. Press Enter. |
Point to minimum C in Graphics view and its co-ordinates in Algebra view. | In Graphics view, we see the minimum on g of x.
Its co-ordinates are -2 comma -11 in Algebra view. |
In the input bar, type Max.
From the menu that appears, select Max Function Start x-Value, End x-Value option. Type g, 1 and 4 as the arguments. Press Enter. |
In the input bar, type Max.
From the menu that appears, select Max Function Start x-Value, End x-Value option.
Press Enter. |
Point to maximum C in Graphics view and its co-ordinates in Algebra view. | We see the maximum on g of x, 2 comma 21. |
Finally, let us take a look at a practical application of differentiation. | |
Slide Number 9
A Practical Application of Differentiation
We have to convert it into a box Squares have to be cut out from the four corners What size squares should we cut out to get the maximum volume of the box? |
We have a 24 inches by 15 inches piece of cardboard.
We have to convert it into a box. Squares have to be cut from the four corners. What size squares should we cut out to get the maximum volume of the box? |
Slide Number 10
A Sketch of the Cardboard Let’s draw the cardboard: The volume function here is (24-2x)*(15-2x)*x cubic inches. |
A Sketch of the Cardboard
Let us draw the cardboard: This is the volume function here. You could expand it into a cubic polynomial; but we will leave it as it is. |
Open a new GeoGebra window. | Open a new GeoGebra window. |
Type (24-2 x) (15-2 x) x in the input bar >> Enter. | In the input bar, type the following line and press Enter. |
Drag the boundary to see the equation properly in Algebra view. | Drag the boundary to see the equation properly in Algebra view. |
Right-click in Graphics view and set xAxis : yAxis to 1:50.
Under Move Graphics View, click on Zoom Out. Click in Graphics view to see the function properly. |
Right-click in Graphics view and set xAxis is to yAxis to 1 is to 50.
Now, zoom out to see the function properly. |
Point to the graph for this volume function in Graphics view.
|
Observe the graph that is plotted for the volume function in Graphics view.
Drag the background to see the maximum. |
Point to the maximum on top of the broad peak and to x = 0 and x = 7. | Note that the maximum is on the top of this broad peak. |
Point to both axes. | The length of the square side is plotted along the x-axis.
Volume of the box is plotted along the y-axis. |
In the input bar, type Max with capital M.
|
As before, let us find the maximum of this function. |
Point to the maximum, A, in Graphics view and its coordinates in Algebra view. | This maps the maximum, point A, on the curve.
Its coordinates 3 comma 486 appear in Algebra view.
This will give the maximum possible volume of 486 cubic inches for the cardboard box. |
Let us summarize. | |
Slide Number 11
Summary |
In this tutorial, we have learnt how to use GeoGebra to:
Understand differentiation Draw graphs of derivatives of functions |
Slide Number 12
Assignment Draw graphs of derivatives of the following functions in GeoGebra: h(x)=ex i(x)=ln(x) j(x)=(5x3+3x-1)/(x-1) Find the derivatives of these functions independently and compare with GeoGebra graphs. |
As an assignment:
Draw graphs of derivatives of the following functions in GeoGebra.
|
Slide Number 13
About Spoken Tutorial project |
The video at the following link summarizes the Spoken Tutorial project.
Please download and watch it. |
Slide Number 14
Spoken Tutorial workshops |
The Spoken Tutorial Project team:
Conducts workshops using spoken tutorials and Gives certificates on passing online tests. For more details, please write to us. |
Slide Number 15
Forum for specific questions: Do you have questions in THIS Spoken Tutorial? Please visit this site Choose the minute and second where you have the question Explain your question briefly Someone from our team will answer them |
Please post your timed queries on this forum. |
Slide Number 16
Acknowledgement |
Spoken Tutorial Project is funded by NMEICT, MHRD, Government of India.
More information on this mission is available at this link. |
This is Vidhya Iyer from IIT Bombay, signing off.
Thank you for joining. |