Explore structured mathematics courses, solved problems, simulations and Python activities.
A profit that grows along a straight line must be largest at the edge of what is allowed. Use that idea to find the maximum or minimum of an objective function at the corner points. See why unbounded regions need an extra test, what happens when there is no feasible solution or many, and check each answer with scipy.
A workshop, a canteen and a delivery van all face the same question: what is the best plan with limited resources? Turn the story into variables, an objective and constraints, draw the region, find the best corner and say what it means in the units of the problem. Manufacturing, diet and transport problems, in the style of the board and CUET papers.
What does the region 3x + 2y at most 12 look like? Draw one inequality, then several together, and shade the points that satisfy them all. Learn to tell a bounded region from an unbounded one, and to find its corner points by solving pairs of boundary lines.
Why can the sine not be undone until we cut its graph? Learn the cuts, called principal value branches, for the six inverse functions. Read their domains, ranges and graphs, and work out values such as where the angle lies outside the cut. It covers the first part of the Indian syllabus unit (NCERT, JEE Main) and the matching topics of A-Level, IB and AP.
The inverse sine and inverse cosine of the same number add up to a right angle. Prove it, and meet its family: the reflection rules, the reciprocal rules, the sum and difference of two inverse tangents with the condition on their product, and the double angle forms. Use a right triangle to find expressions such as . It covers the Indian syllabus (NCERT, JEE Main) and the matching topics of A-Level, IB and AP.
An expression like looks hopeless until you put . Learn the substitutions that make such expressions collapse, solve equations that hide an angle inside, and avoid the traps of domain and range that give false roots. A graph on the computer checks each answer. It covers the Indian syllabus (NCERT, JEE Main) and the matching topics of A-Level, IB and AP.
A weather office reports the average temperature of a town, but a farmer also wants to know how much the temperature jumps from day to day. Start with the three averages: the mean, the median and the mode, for a short list, a frequency table and grouped data. Then measure the spread with the range, the mean deviation, the variance and the standard deviation. The shortcut and step-deviation methods save work on big tables. It covers the first part of the Indian syllabus unit (NCERT, JEE Main) and the matching topics of A-Level, IB and AP.
Which of two bowlers is more consistent, when one takes more wickets on average? Which batch of bulbs is steadier? The standard deviation alone cannot answer, because it depends on the size of the numbers. Use the coefficient of variation to compare. See what happens to the mean and the spread when every value changes, and how to combine two groups, or correct a wrong reading, without starting again. Finish with quartiles, box plots and the rule for outliers. It covers the second part of the Indian syllabus unit (NCERT, JEE Main) and the matching topics of A-Level, IB and AP.
Do students who sleep longer score higher? Does a hotter day sell more ice cream? A scatter plot shows the pattern, and the correlation coefficient puts a number on it. Then fit the line of best fit by least squares, in both directions, and use it to predict. You also learn when a prediction can be trusted, and the traps that catch many students: causation, outliers and going beyond the data. The Indian Class 11 and 12 mathematics books do not teach this topic. A-Level, IB, AP Statistics and the SAT do.
A basketball player takes ten free throws. How many will she score? You cannot say, but you can say how likely each count is. A random variable turns outcomes into numbers, and its distribution lists the chances. Find the mean and the variance of a random variable, then study repeated independent trials and the binomial distribution that describes them. The chapter ends with the normal approximation that A-Level and IB use for large trials. It covers the third part of the Indian syllabus unit (NCERT, JEE Main) and the matching topics of A-Level, IB and AP.
You roll a die behind a screen, and a friend peeks and says the number is even. What is the chance it is a six? The answer is no longer one in six. Learn to shrink the sample space with a condition, to multiply along the branches of a tree diagram, and to decide when two events do not affect each other at all. It covers the first part of the Indian syllabus unit (NCERT, JEE Main) and the matching topics of A-Level, IB and AP.
A factory has three machines, and one faulty bolt is found in the box. Which machine made it? You know how often each machine makes a faulty bolt, and now you want to run the question backwards. Split the world into cases, add the cases with the law of total probability, and reverse a condition with Bayes' theorem. Then meet the traps that catch even careful readers, from screening tests to the game show with three doors. It covers the second part of the Indian syllabus unit (NCERT, JEE Main) and the matching topics of A-Level, IB and AP.
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Beyond the textbook. Add up long strings of arctangents by letting the terms cancel in pairs. Find the range of expressions built from inverse functions. Then decide for which values of a parameter an equation has a solution. It is at the level of JEE Advanced, A-Level Further Maths and IB Higher Level, with a full timed paper.
Beyond the textbook. Find the plane through a line and a point, the plane through two lines, and the plane in a whole family. Reflect a point in a plane or a line, find a shortest path that bounces off a mirror, and bisect the angle between two planes. It is at the level of JEE Advanced, A-Level Further Maths and IB Higher Level, with a full timed paper.
Beyond the textbook. Turn an equation that is not standard into one that is, by a substitution. Solve Bernoulli equations, exact equations and equations of the form
Beyond the textbook. Build reduction formulas that bring a hard integral down to an easy one, use the symmetry properties on harder integrals, and turn limits of sums into integrals. Then compare integrals without evaluating them, and differentiate an integral whose limits depend on . It is at the level of JEE Advanced, A-Level Further Maths and IB Higher Level, with a full timed paper.
Beyond the textbook. Find where absolute-value, greatest-integer and piecewise functions fail to be differentiable. See what a functional equation such as f(x + y) = f(x) + f(y) forces when f is continuous at one point. Then find patterns in the n-th derivative with Leibniz's rule. It is at the level of JEE Advanced, A-Level Further Maths and IB Higher Level, with a full timed paper.
Beyond the textbook: the greatest term and the greatest coefficient, and the coefficient of a power in a product of expansions. Then sums of series with binomial coefficients, the problems that JEE and A-Level Further Maths ask most, with a full timed paper.