Difference between revisions of "Gnuplot/C2/Generate-3D-plots-and-surfaces/English"
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− | || Visual Cue | + | || '''Visual Cue''' |
− | || Narration | + | || '''Narration''' |
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'''Title Slide ''' | '''Title Slide ''' | ||
'''Generate 3D plot and surfaces''' | '''Generate 3D plot and surfaces''' | ||
− | || Welcome to the tutorial on '''Generate 3D plot and | + | || Welcome to the tutorial on '''Generate 3D plot and Surfaces'''. |
|- | |- | ||
|| '''Slide Number 2''' | || '''Slide Number 2''' | ||
'''Learning Objectives''' | '''Learning Objectives''' | ||
− | || In this tutorial we will learn, | + | || In this tutorial we will learn to, |
− | *Generate 3D plot with splot command | + | * Generate a 3D plot with '''splot''' command |
− | * | + | * Rotate to change the viewing angle |
− | * Change | + | * Change the surface properties |
− | * Color the two sides of surfaces differently | + | * Color the two sides of the surfaces differently |
|- | |- | ||
|| '''Slide Number 3''' | || '''Slide Number 3''' | ||
'''Learning Objectives''' | '''Learning Objectives''' | ||
− | || * Make graph via script | + | || |
− | * | + | * Make a graph via script |
+ | * Write, edit and execute a script | ||
* Draw a sphere | * Draw a sphere | ||
− | * Change surface color of sphere | + | * Change the surface color of the sphere |
− | * Generate heat map | + | * Generate a heat map |
|- | |- | ||
|| '''Slide Number 4''' | || '''Slide Number 4''' | ||
'''System and Software Requirement''' | '''System and Software Requirement''' | ||
− | || | + | || |
− | * | + | * '''Ubuntu Linux''' 16.04 OS |
− | * Gedit | + | * '''Gedit''' version 3.18and |
− | * gnuplot 5.2. | + | * '''gnuplot version''' 5.2.6 |
|- | |- | ||
|| '''Slide Number 5''' | || '''Slide Number 5''' | ||
'''Pre-requisites''' | '''Pre-requisites''' | ||
− | || To follow this tutorial, | + | |
− | + | '''https://spoken-tutorial.org''' | |
− | + | || To follow this tutorial, | |
− | * | + | |
+ | * Learner must be familiar with basics of '''gnuplot'''. | ||
+ | * For pre-requisite '''gnuplot''' tutorials, please visit this site. | ||
|- | |- | ||
− | || | + | || Press '''Ctrl+Alt+T'''. |
− | + | || Open a terminal. | |
− | || | + | |
− | + | ||
− | + | ||
− | + | ||
|- | |- | ||
− | || ''' | + | || Type '''cd Desktop''' and press '''Enter'''. |
− | || | + | || Change the directory to '''Desktop'''. |
|- | |- | ||
− | || | + | || Type '''gnuplot''' and press '''Enter'''. |
− | || | + | || I will open '''gnuplot''' from '''Desktop''' directory in the '''terminal'''. |
− | + | ||
|- | |- | ||
− | || | + | || Press '''Ctrl+L'''. |
− | || | + | || I will also clear the screen. |
+ | We will plot the function, '''cos x cos y''' to draw a surface. | ||
|- | |- | ||
− | || '''splot cos(x)*cos(y)''' | + | || Type '''splot cos(x)*cos(y)''' and press '''Enter'''. |
− | || | + | || Enter the command '''splot space cos x times cos y'''. |
+ | The '''splot''' command generates 3D graph in the graphics window. | ||
+ | Make sure '''x''' and '''y''' are in parenthesis. | ||
|- | |- | ||
− | || | + | || Cursor on the graphics window. |
− | || | + | || Besides '''x''' and '''y''', the third axis is the value of the function in the plot. |
− | + | ||
|- | |- | ||
− | + | || Hold down left mouse key and turn around and rotate the plot. | |
− | || Hold down left mouse key and turn around and rotate the plot to | + | || Hold down the left mouse key. |
+ | Move the mouse to rotate the graph and change the viewing angle. | ||
|- | |- | ||
− | || | + | || Zoom into the graph. |
− | || Zoom in slightly into graph to see a wavy surface. | + | || Zoom in slightly into the graph to see a wavy surface. |
Notice the surface is plotted in a wide mesh style. | Notice the surface is plotted in a wide mesh style. | ||
|- | |- | ||
− | || | + | || Cursor on the graphics window. |
− | || Let's change some of the | + | || Let's change some of the properties of the surface. |
− | + | ||
|- | |- | ||
− | || | + | || Hover mouse over the two sides of the surface. |
− | + | || We will color both sides of the surface differently. | |
− | || | + | |
− | + | ||
− | + | ||
|- | |- | ||
− | || | + | || Enter the command '''set hidden3d '''. |
− | || | + | Enter the command '''replot'''. |
+ | || The required command for this is '''set space hidden3d''' . | ||
+ | Enter the command '''replot''', to see the changed colors. | ||
|- | |- | ||
− | || | + | || Show the two colors on the screen. |
− | || | + | || Notice the hidden surface is colored green and the top surface is purple. |
|- | |- | ||
− | || | + | || Type '''set isosamples 50,50 '''and press '''Enter'''. |
+ | || Let’s divide the surface into a fine grid. | ||
+ | Enter the command, '''set space isosamples space 50 comma 50'''. | ||
+ | |||
+ | |- | ||
+ | || Type '''replot '''and press '''Enter'''. | ||
|| '''Replot''' to notice a finer mesh defining the surface. | || '''Replot''' to notice a finer mesh defining the surface. | ||
|- | |- | ||
− | || | + | || Cursor on the graphics window. |
− | || | + | || Use the command, '''help space splot''' to know more about the '''splot''' command. |
|- | |- | ||
− | || | + | || Hold down the left mouse key and move the mouse. |
− | || | + | || Hold down the left mouse key and move the mouse to rotate the graph. |
− | + | ||
− | + | ||
|- | |- | ||
− | || | + | || Cursor on the view angle value, in the graphics window. |
− | + | Highlight the changed angle in the graphics window during video editing. | |
− | + | || The viewing angle change in the graphic window while rotating the graph. | |
− | + | ||
− | + | ||
− | + | ||
|- | |- | ||
− | || | + | || Close the graphic window. |
− | || | + | || Next, we will plot a sphere in '''gnuplot'''. |
− | + | Close the graphics window. | |
− | + | ||
|- | |- | ||
− | || | + | || '''Slide number 6''' |
− | + | '''Equation for a sphere''' | |
+ | This function can be plotted in polar coordinates as, | ||
+ | r.sin(u).cos(v), r.sin(u).sin(v),r.cos(u) | ||
+ | || Equation of a sphere with radius r, centered at (0,0,0) is shown. | ||
+ | It is, x square plus y square plus z square is equal to r square. | ||
+ | This function can be plotted in polar coordinates as seen here. | ||
|- | |- | ||
− | || | + | || Cursor on the slide. |
− | || | + | || We will write a script to draw a sphere in '''gnuplot''' using a text editor. |
+ | Then run the script file to plot a graph. | ||
|- | |- | ||
− | || | + | || Press '''Ctrl+Alt+T'''. |
− | || | + | Type '''gedit''' and press '''Enter'''. |
+ | || Open another '''terminal''' and type '''gedit''' to open a '''gedit''' window. | ||
|- | |- | ||
− | || | + | || Cursor on '''Gedit''' text editor. |
− | || | + | || '''Windows''' users may use '''notepad''' or '''wordpad''' software. |
− | + | ||
|- | |- | ||
− | || '''# my first 3D plot''' and press | + | || Type '''# my first 3D plot''' and press '''Enter'''. |
− | || I will type ''' | + | || Let's enter a comment on the first line. |
+ | I will type '''hash my first 3D plot''' and press '''Enter''' to start a newline. | ||
+ | The comments start with a '''hash'''. | ||
|- | |- | ||
|| | || | ||
− | || Next, please type the commands as | + | || Next, please type the commands as shown here. |
|- | |- | ||
− | || | + | || Type '''set parametric''' and press '''Enter'''. |
− | || First set to parametric mode | + | || First, set the plot to parametric mode. |
|- | |- | ||
− | || | + | || Type '''set angle degree'''. |
− | || Then set angle to degree | + | Press '''Enter'''. |
+ | || Then set the angle to degree . | ||
|- | |- | ||
− | || | + | || Enter the 2 lines |
− | + | '''set urange [0:360] ''' | |
− | || | + | '''set vrange [0:180]''' |
+ | and press '''Enter'''. | ||
+ | || Next, specify the ranges of the parameters '''u''' and '''v'''. | ||
+ | Here we have '''Polar coordinates'''. | ||
|- | |- | ||
− | || | + | || Type '''set isosample 50,50''' and press '''Enter'''. |
− | || Set isosamples to make a fine mesh | + | || Set '''isosamples''' to make a fine mesh. |
|- | |- | ||
− | || | + | || Type '''set ticslevel 0''' and press '''Enter'''. |
− | || Set | + | || Set '''ticks''' level to zero. |
+ | This sets the '''XY''' plane at zero value of '''Z''' axis. | ||
|- | |- | ||
− | || | + | || Type '''r=1''' and press '''Enter'''. |
− | || I will set the radius to one. | + | || I will set the radius of the sphere to one. |
|- | |- | ||
− | || | + | || Type, |
− | ''' | + | '''splot r*sin(u)*cos(v), r*sin(u)*sin(v),r*cos(u) '''and press '''Enter'''. |
− | || Next splot the function for sphere | + | || Next add the line, '''splot space''' and the function for sphere as seen. |
− | + | ||
|- | |- | ||
− | || '''Ctrl | + | || Press '''Ctrl+S'''. |
− | || Press ''' | + | || Press '''Control S''' to save the file. |
|- | |- | ||
− | || Give file name | + | || Give file name, '''sphere.dem''' in path '''desktop''' folder. |
− | + | Click on '''Save'''. | |
|| A dialogue box opens. | || A dialogue box opens. | ||
− | I will save the file in '''Desktop''' folder with | + | I will save the file in '''Desktop''' folder with filename '''sphere.dem'''. |
− | Click on '''Save''' | + | Click on '''Save''' to save the script. |
|- | |- | ||
− | || | + | || Minimize '''gedit''' and go to '''terminal'''. |
− | || | + | || Click on the hyphen sign on the top to minimize the gedit window. |
− | Go back to the '''terminal''' | + | Go back to the gnuplot '''terminal'''. |
− | + | ||
|- | |- | ||
− | || ''' | + | || Cursor on '''terminal'''. |
− | || | + | || If you had closed '''gnuplot''', please open '''gnuplot''' again. |
− | + | ||
Let's run the script to generate a sphere. | Let's run the script to generate a sphere. | ||
|- | |- | ||
− | || | + | || Enter the command '''load 'sphere.dem' '''. |
− | || | + | || Enter the command, '''load space within single quotes sphere dot dem'''. |
|- | |- | ||
− | || | + | || Point to the sphere in graphics window. |
− | || A | + | || A sphere, centered at zero, zero, zero with radius one appears on the screen. |
− | + | ||
|- | |- | ||
− | || | + | || Rotate the sphere. |
− | || | + | || Let’s change the color of the sphere to blue. |
− | + | We will edit the script file to make the required changes. | |
|- | |- | ||
− | || | + | || Go to the '''gedit''' script . |
− | + | || Go to the '''gedit''' window to edit the script. | |
+ | If you had closed it, please open the '''script''' file to edit. | ||
|- | |- | ||
− | || | + | || Add '''lc rgb 'blue'''' in the end of the splot command. |
− | || | + | || Add '''lc space rgb space''' within single quotes '''blue''' . |
+ | This is part of the splot command line. | ||
|- | |- | ||
− | || | + | || Press '''Ctrl+S '''. |
− | || | + | || Save the changes in the '''script''' file. |
|- | |- | ||
− | || | + | || Come back to '''gnuplot '''. |
− | + | || Come back to the terminal with the '''gnuplot''' prompt. | |
+ | Load the edited script file again. | ||
|- | |- | ||
− | || | + | || Type '''load 'sphere.dem'''' and press '''Enter'''. |
− | ''' | + | || Enter the command '''load space within single quotes sphere.dem'''. |
− | || | + | In some systems, pressing the up arrow key scrolls through the command history. |
− | + | ||
− | + | ||
|- | |- | ||
− | || | + | || Cursor on the graphics window. |
− | + | || Next, let's make a '''heatmap''' with '''pm3d''' command. | |
|- | |- | ||
− | || | + | || Select and delete the part, |
− | | | + | '''lc rgb blue''' . |
+ | || Go back to the script in '''gedit''' to make changes in it. | ||
+ | Delete the '''lc space rgb space blue''' command. | ||
|- | |- | ||
− | || | + | || Type''' with pm3d''' at the end of the same line. |
− | + | || Add, '''with space pm3d''' at the end of the line, as seen on the screen. | |
− | || | + | |
|- | |- | ||
− | || | + | || Press '''Ctrl+S''', minimize '''gedit''' and go to '''gnuplot'''. |
− | || | + | || Save the '''script''' file, minimize '''gedit''' and go to '''gnuplot'''. |
− | + | ||
− | + | ||
|- | |- | ||
− | || | + | || Enter command '''load 'sphere.dem' '''. |
− | || | + | || Load the '''sphere.dem''' script again. |
+ | |||
+ | |- | ||
+ | || Point mouse next to the map guide in graphics window. | ||
+ | || Notice the '''heatmap''' in the sphere. | ||
+ | The color scale bar for the color gradient, is visible on the side. | ||
+ | |||
+ | |- | ||
+ | || Hover mouse on the range guide range. | ||
+ | || It is called a '''colorbox''' in '''gnuplot'''. | ||
+ | The values between 1 to 0.8 are colored in yellow. | ||
+ | Values between minus 0.8 to minus 1 are colored in deep purple. | ||
+ | |||
+ | |- | ||
+ | || Cursor on the graphics window. | ||
+ | || Using scripts, we can generate and make changes in the graph. | ||
+ | |||
+ | |- | ||
+ | || Exit '''gnuplot''' and '''gedit'''. | ||
+ | || Let’s exit '''gnuplot''' and '''gedit'''. | ||
Similar scripts are available in '''gnuplot''' demo website. | Similar scripts are available in '''gnuplot''' demo website. | ||
+ | |||
|- | |- | ||
− | || | + | || Cursor on '''terminal'''. |
− | || | + | || Practice and familiarize with commands and styles. |
− | Practice and familiarize with commands and styles. | + | Learners can also use the help command for this purpose. |
|- | |- | ||
|| '''Slide Number 7''' | || '''Slide Number 7''' | ||
'''Summary''' | '''Summary''' | ||
− | || To summarize, in this tutorial, we | + | || To summarize, in this tutorial, we, |
− | * Generated 3D | + | * Generated a 3D plot with the '''splot''' command |
− | + | * Changed the viewing angle | |
− | * Changed viewing angle | + | * Modified the 3D plot |
− | * Colored | + | * Colored the two surfaces of the plot differently |
|- | |- | ||
|| '''Slide Number 8''' | || '''Slide Number 8''' | ||
'''Summary''' | '''Summary''' | ||
− | || * Plotted a sphere and | + | || * Plotted a sphere and changed the color |
− | * Wrote and modified script | + | * Wrote and modified a script |
− | * Learned to generate heat map | + | * Executed the script to generate a plot |
+ | * Learned to generate a heat map | ||
|- | |- | ||
Line 295: | Line 324: | ||
'''Assignment''' | '''Assignment''' | ||
|| For assignment, plot the following, | || For assignment, plot the following, | ||
− | Plot 5 spheres in | + | * Plot 5 spheres in a graph with different radius . |
− | Center | + | * Center and color the spheres differently. |
− | + | ||
|- | |- | ||
|| '''Slide Number 10''' | || '''Slide Number 10''' | ||
'''Assignment''' | '''Assignment''' | ||
− | || | + | Equation for a sphere centered at (x1,y1,z1) in polar coordinates is shown here. |
− | + | x1+r.sin(u).cos(v), y1+r.sin(u).sin(v), z1+r.cos(u) | |
− | + | || Hint:For a sphere centered at (x1,y1,z1), use the equation for sphere as seen here. | |
+ | |||
+ | |- | ||
+ | || Show assignment screenshot. | ||
+ | || Your completed assignment look similar to this. | ||
|- | |- | ||
|| '''Slide Number 11''' | || '''Slide Number 11''' | ||
'''Spoken Tutorial Project''' | '''Spoken Tutorial Project''' | ||
− | ||This video summarises the Spoken Tutorial Project | + | || This video summarises the '''Spoken Tutorial Project'''. |
Please download and watch it. | Please download and watch it. | ||
|- | |- | ||
|| '''Slide Number 12''' | || '''Slide Number 12''' | ||
− | '''Spoken Tutorial workshops''' | + | '''Spoken Tutorial workshops''' |
− | || We conduct workshops and give certificates. | + | || We conduct workshops and give certificates. |
− | + | For more details, please write to us. | |
|- | |- | ||
|| '''Slide Number 13''' | || '''Slide Number 13''' | ||
'''Forum for specific questions:''' | '''Forum for specific questions:''' | ||
− | || Post your timed queries in the forum. | + | || Post your timed queries in the '''forum'''. |
|- | |- | ||
|| '''Slide Number 14''' | || '''Slide Number 14''' | ||
'''Acknowledgement''' | '''Acknowledgement''' | ||
− | || Spoken Tutorial Project is funded by NMEICT, MHRD, Government of India. | + | || '''Spoken Tutorial Project''' is funded by '''NMEICT''', '''MHRD''', '''Government of India'''. |
|- | |- | ||
|| | || | ||
− | || Thank you for joining. | + | || This is Rani from IIT Bombay. |
+ | Thank you for joining. | ||
+ | |||
|- | |- | ||
|} | |} |
Revision as of 11:34, 6 December 2019
Visual Cue | Narration |
Slide Number 1
Title Slide Generate 3D plot and surfaces |
Welcome to the tutorial on Generate 3D plot and Surfaces. |
Slide Number 2
Learning Objectives |
In this tutorial we will learn to,
|
Slide Number 3
Learning Objectives |
|
Slide Number 4
System and Software Requirement |
|
Slide Number 5
Pre-requisites |
To follow this tutorial,
|
Press Ctrl+Alt+T. | Open a terminal. |
Type cd Desktop and press Enter. | Change the directory to Desktop. |
Type gnuplot and press Enter. | I will open gnuplot from Desktop directory in the terminal. |
Press Ctrl+L. | I will also clear the screen.
We will plot the function, cos x cos y to draw a surface. |
Type splot cos(x)*cos(y) and press Enter. | Enter the command splot space cos x times cos y.
The splot command generates 3D graph in the graphics window. Make sure x and y are in parenthesis. |
Cursor on the graphics window. | Besides x and y, the third axis is the value of the function in the plot. |
Hold down left mouse key and turn around and rotate the plot. | Hold down the left mouse key.
Move the mouse to rotate the graph and change the viewing angle. |
Zoom into the graph. | Zoom in slightly into the graph to see a wavy surface.
Notice the surface is plotted in a wide mesh style. |
Cursor on the graphics window. | Let's change some of the properties of the surface. |
Hover mouse over the two sides of the surface. | We will color both sides of the surface differently. |
Enter the command set hidden3d .
Enter the command replot. |
The required command for this is set space hidden3d .
Enter the command replot, to see the changed colors. |
Show the two colors on the screen. | Notice the hidden surface is colored green and the top surface is purple. |
Type set isosamples 50,50 and press Enter. | Let’s divide the surface into a fine grid.
Enter the command, set space isosamples space 50 comma 50. |
Type replot and press Enter. | Replot to notice a finer mesh defining the surface. |
Cursor on the graphics window. | Use the command, help space splot to know more about the splot command. |
Hold down the left mouse key and move the mouse. | Hold down the left mouse key and move the mouse to rotate the graph. |
Cursor on the view angle value, in the graphics window.
Highlight the changed angle in the graphics window during video editing. |
The viewing angle change in the graphic window while rotating the graph. |
Close the graphic window. | Next, we will plot a sphere in gnuplot.
Close the graphics window. |
Slide number 6
Equation for a sphere This function can be plotted in polar coordinates as, r.sin(u).cos(v), r.sin(u).sin(v),r.cos(u) |
Equation of a sphere with radius r, centered at (0,0,0) is shown.
It is, x square plus y square plus z square is equal to r square. This function can be plotted in polar coordinates as seen here. |
Cursor on the slide. | We will write a script to draw a sphere in gnuplot using a text editor.
Then run the script file to plot a graph. |
Press Ctrl+Alt+T.
Type gedit and press Enter. |
Open another terminal and type gedit to open a gedit window. |
Cursor on Gedit text editor. | Windows users may use notepad or wordpad software. |
Type # my first 3D plot and press Enter. | Let's enter a comment on the first line.
I will type hash my first 3D plot and press Enter to start a newline. The comments start with a hash. |
Next, please type the commands as shown here. | |
Type set parametric and press Enter. | First, set the plot to parametric mode. |
Type set angle degree.
Press Enter. |
Then set the angle to degree . |
Enter the 2 lines
set urange [0:360] set vrange [0:180] and press Enter. |
Next, specify the ranges of the parameters u and v.
Here we have Polar coordinates. |
Type set isosample 50,50 and press Enter. | Set isosamples to make a fine mesh. |
Type set ticslevel 0 and press Enter. | Set ticks level to zero.
This sets the XY plane at zero value of Z axis. |
Type r=1 and press Enter. | I will set the radius of the sphere to one. |
Type,
splot r*sin(u)*cos(v), r*sin(u)*sin(v),r*cos(u) and press Enter. |
Next add the line, splot space and the function for sphere as seen. |
Press Ctrl+S. | Press Control S to save the file. |
Give file name, sphere.dem in path desktop folder.
Click on Save. |
A dialogue box opens.
I will save the file in Desktop folder with filename sphere.dem. Click on Save to save the script. |
Minimize gedit and go to terminal. | Click on the hyphen sign on the top to minimize the gedit window.
Go back to the gnuplot terminal. |
Cursor on terminal. | If you had closed gnuplot, please open gnuplot again.
Let's run the script to generate a sphere. |
Enter the command load 'sphere.dem' . | Enter the command, load space within single quotes sphere dot dem. |
Point to the sphere in graphics window. | A sphere, centered at zero, zero, zero with radius one appears on the screen. |
Rotate the sphere. | Let’s change the color of the sphere to blue.
We will edit the script file to make the required changes. |
Go to the gedit script . | Go to the gedit window to edit the script.
If you had closed it, please open the script file to edit. |
Add lc rgb 'blue' in the end of the splot command. | Add lc space rgb space within single quotes blue .
This is part of the splot command line. |
Press Ctrl+S . | Save the changes in the script file. |
Come back to gnuplot . | Come back to the terminal with the gnuplot prompt.
Load the edited script file again. |
Type load 'sphere.dem' and press Enter. | Enter the command load space within single quotes sphere.dem.
In some systems, pressing the up arrow key scrolls through the command history. |
Cursor on the graphics window. | Next, let's make a heatmap with pm3d command. |
Select and delete the part,
lc rgb blue . |
Go back to the script in gedit to make changes in it.
Delete the lc space rgb space blue command. |
Type with pm3d at the end of the same line. | Add, with space pm3d at the end of the line, as seen on the screen. |
Press Ctrl+S, minimize gedit and go to gnuplot. | Save the script file, minimize gedit and go to gnuplot. |
Enter command load 'sphere.dem' . | Load the sphere.dem script again. |
Point mouse next to the map guide in graphics window. | Notice the heatmap in the sphere.
The color scale bar for the color gradient, is visible on the side. |
Hover mouse on the range guide range. | It is called a colorbox in gnuplot.
The values between 1 to 0.8 are colored in yellow. Values between minus 0.8 to minus 1 are colored in deep purple. |
Cursor on the graphics window. | Using scripts, we can generate and make changes in the graph. |
Exit gnuplot and gedit. | Let’s exit gnuplot and gedit.
Similar scripts are available in gnuplot demo website. |
Cursor on terminal. | Practice and familiarize with commands and styles.
Learners can also use the help command for this purpose. |
Slide Number 7
Summary |
To summarize, in this tutorial, we,
|
Slide Number 8
Summary |
* Plotted a sphere and changed the color
|
Slide Number 9
Assignment |
For assignment, plot the following,
|
Slide Number 10
Assignment Equation for a sphere centered at (x1,y1,z1) in polar coordinates is shown here. x1+r.sin(u).cos(v), y1+r.sin(u).sin(v), z1+r.cos(u) |
Hint:For a sphere centered at (x1,y1,z1), use the equation for sphere as seen here. |
Show assignment screenshot. | Your completed assignment look similar to this. |
Slide Number 11
Spoken Tutorial Project |
This video summarises the Spoken Tutorial Project.
Please download and watch it. |
Slide Number 12
Spoken Tutorial workshops |
We conduct workshops and give certificates.
For more details, please write to us. |
Slide Number 13
Forum for specific questions: |
Post your timed queries in the forum. |
Slide Number 14
Acknowledgement |
Spoken Tutorial Project is funded by NMEICT, MHRD, Government of India. |
This is Rani from IIT Bombay.
Thank you for joining. |