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Inflection Points and Concavity Intuition

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    The idea of concativity
    will show up a lot in
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    your calculus class.
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    Well, what I want to do in this
    video is, one, show you what
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    concativity is, or what concave
    upwards and what concave
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    downwards is, and to have an
    intuition of what those mean,
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    and then discuss the ideas of
    inflection points, which are
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    really just transition points
    between being either concave
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    upwards and downwards or
    between downwards and upwards.
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    So the two ideas that we'll
    talk about, one is being
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    concave upwards-- I'll write
    that in this column right
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    here, and maybe in pink I'll
    show you what the concave
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    downwards looks like.
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    So a very simple way to think
    about it is that concave
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    upwards is kind of a U shape.
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    That's why it's called
    concave upwards.
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    It might look
    something like this.
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    Let me draw some axes so
    you know that I'm actually
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    graphing something and
    not just drawing a U.
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    So maybe if that is my axis
    right there, a concave
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    upwards graph would look
    something like this.
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    And we do it in green.
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    It could look
    something like this.
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    So this graph, it'll just
    keep going as x goes
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    positive and negative.
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    Over the entire domain of this
    function, this is my f of x
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    right here, it is concave
    upwards, and you can see
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    it has this U shape.
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    And I'll discuss in a second
    what implication that has for
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    its slope or what the slope is
    doing, but this is just very
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    easy to recognize visually.
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    Similarly, let me
    draw an axis again.
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    I want to show you what
    concave downwards looks like.
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    Let me draw some
    axes right there.
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    I'm just trying an
    arbitrary function f of x.
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    It could be anywhere.
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    It doesn't have to be-- you
    know, the bottom point doesn't
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    have to be in the first
    quadrant like this.
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    It's just the general U
    shape I wanted to show
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    you for concave upwards.
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    Concave downwards, you could
    probably guess what it looks
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    like based on-- if this is
    upwards, downwards is just
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    going to be opposite.
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    It might look
    something like this.
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    It might look something like
    this, so maybe this is some
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    other function g of x.
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    And notice, it looks
    like an upside down U.
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    Over the entire domain
    of this function, it
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    is concave downwards.
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    So you can look at it, and
    immediately see that, oh, well,
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    if it's like a U, it's upwards.
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    If it's like an upside
    down U, it's downwards.
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    But what does that actually
    mean for the slope?
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    So to understand that, let's
    think about what's happening
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    to the slope here.
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    So I'm just going
    to do it visually.
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    So at that point, the slope of
    the tangent line, or the slope
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    of the actual graph, or the
    instantaneous slope, however
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    you want to view it-- let me
    see how well I can draw it--
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    it'll look something like that,
    and that's the tangent line.
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    Then as we increase x, so
    that's at this x-value
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    right here, right?
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    At that x-value, the
    slope looks like that.
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    It's fairly negative.
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    Now, as we increase x, maybe
    we go to another point
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    right here, what happens?
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    The tangent line will
    look like this.
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    It's still downward sloping,
    but it's less downward
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    sloping now, right?
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    Here, it was a very
    steep downward slope.
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    Now it's a less steep
    downward slope.
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    And we can keep going if
    we go to this point.
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    We're still downward sloping,
    but even less steep.
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    And that keeps happening.
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    We keep getting less and less
    downward sloping, or less steep
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    in the downward direction,
    until we get to this minimum
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    point, and you've seen this
    before, where our slope
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    actually gets to zero, and
    it just keeps increasing.
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    It keeps increasing over here.
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    If we go to this point, now
    we're going-- we have a
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    steep upward increase.
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    As we increase our x even
    further, the slope at this
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    point right here, it's
    increased even more.
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    It's a steeper upward
    sloping curve.
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    So I want to make it very
    clear, even though if we go to
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    this left-hand point here, we
    had a very steep downward
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    sloping curve, and as we went
    up here, we went upward sloping
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    the whole time as our x
    increased, the whole time as
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    we increased x, what was
    happening to the slope?
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    The slope was increasing.
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    So as we increased x,
    the slope increased.
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    And this is the definition of
    a concave upwards interval
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    or section of this curve.
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    In this case, it was
    this entire curve.
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    I'll start showing you
    functions that mix it
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    up in a little bit.
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    Over here, we were
    very negative.
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    We became less negative.
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    Becoming less negative is the
    same thing as increasing.
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    Even less negative over here.
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    Then we were completely flat.
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    Zero is a higher slope than
    some negative slope here.
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    And then we became positive,
    and more positive, and even
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    more positive, so the entire
    time our slope is increasing.
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    Now, let's look at the
    concave downward scenario.
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    Let's start with a relatively
    low x, maybe right here.
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    Here we have a pretty high
    slope, right, at this point?
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    We have a very steep
    upward slope.
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    As x increases, so we go to
    a less negative x, so x is
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    increasing, we still have an
    upward slope, but
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    it's less upward.
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    So our slope has decreased.
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    And over here, it's still an
    upward sloping curve, right?
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    It's going from the bottom
    left to the top right,
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    but it's flatter.
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    It's flattening.
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    It's becoming less positive
    until we get to this point.
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    I didn't draw the original
    curve that well, where we get
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    to maybe a maximum point
    because the slope goes to zero.
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    And as we increase now, our
    slope becomes negative.
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    It becomes even more negative.
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    It becomes even more negative,
    so as we kind of travel, as we
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    increase our x, as we increase
    our x over this curve,
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    our slope decreases.
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    Slope is decreasing.
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    Slope decreases.
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    I want to make that very clear.
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    The slope was very positive.
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    This doesn't mean that
    the slope is negative.
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    It's just saying that over the
    entire interval, the slope
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    continues to decrease.
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    It goes from very positive,
    to less positive, to less
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    positive, to zero, to slightly
    negative, to more negative, to
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    very negative, so it just
    decreases the whole time.
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    In concave upwards, it
    increases the whole time.
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    So let me draw an example
    that might have the
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    combination of the two.
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    Maybe I'll leave this
    around just so we can
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    look at it for reference.
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    Let me draw an
    axis right there.
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    Not the straightest line
    in the world, but it'll
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    suit our purposes.
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    Let me just draw
    some curve here.
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    So maybe I have something
    that looks like that.
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    Maybe I have a curve that
    looks something like that.
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    Now, over what interval of this
    function's domain, maybe I'll
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    call it h of x, is this curve
    concave upwards or
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    concave downwards?
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    Well, you can look at it just
    from inspection, just from
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    that original definition.
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    I said that concave upwards is
    when you're like a U, concave
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    downwards is when you're
    like an upside down U.
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    So over here it looks like
    a U from roughly this
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    point onwards, right?
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    We have this U shape.
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    We have this U shape and
    maybe the curve just
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    keeps going on there.
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    So, from here onwards, we are
    concave-- let me write it over
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    here-- from there onwards, we
    are-- I don't know want to
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    do it in the same color--
    we are concave upwards.
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    And then on the interval before
    that, from here and before
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    this point right here, we
    are concave downwards.
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    You can just recognize that.
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    And let's explore what's
    actually happening
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    with the slope.
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    So over here, the tangent line
    has a pretty high-- let me do
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    it in a different color-- over
    here, the tangent line has a
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    pretty high positive slope.
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    Then it has a less positive.
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    Then at this maximum
    point, it goes to zero.
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    Then it goes slightly
    negative, even more negative,
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    even more negative.
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    So up until this point, the
    slope is decreasing, which is
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    completely consistent with
    what we said about being
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    concave downwards.
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    But then something interesting
    happens at a point
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    right about there.
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    I'm not being very accurate or
    precise right there, but right
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    about there, you see that the
    slope of the tangent line
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    looks like that, right?
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    And that was more negative than
    right here, which is more
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    negative than right there.
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    But over here, something
    interesting happens.
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    All of a sudden, my slope
    starts to increase again.
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    It starts to-- I
    want to draw it.
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    Let me draw it as neatly as
    I could possibly draw it.
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    So over here, the slope
    look something like this.
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    So if we go backwards from
    there, if we go into more
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    negative x's, the x's before
    that had a less negative slope,
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    so the slope was decreasing.
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    But all of a sudden here,
    when we go here, the
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    slope is slightly higher.
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    It's less negative there, then
    it's even less negative there,
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    then it goes to zero here, then
    it goes slightly positive,
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    and even more positive.
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    So up until this point in
    are functions domain, our
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    slope was decreasing.
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    Our slope was decreasing
    up until this point.
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    And then after that point,
    our slope is increasing.
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    So this point, it seems like
    we should call it something,
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    and we do call it something.
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    This point right here, where we
    go from concave downwards to
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    concave upwards, and it would
    actually be true if it was the
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    other way around, this is
    called an inflection point.
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    And this would also be called
    an inflection point if
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    it was the other way.
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    If we went from a curve-- let
    me draw a curve that looks like
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    this-- that was concave upwards
    and then it's concave
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    downwards, the point that we're
    switching, the point at which
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    you go from one to the other,
    essentially your rate of the
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    change of slope switches signs,
    that is an inflection.
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    So this is also an
    inflection point.
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    So what does this mean?
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    Hopefully, you understand
    visually what concave upwards
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    and concave downwards means,
    and an inflection point, but
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    what does this mean for
    the second derivative?
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    Remember, the derivative is
    the rate of change-- so
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    let me write this down.
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    So f of x, that's just
    the function, right?
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    That's just the function.
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    That's what we've
    been graphing.
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    f prime of x, that's the slope
    of the function, slope of
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    function at any point x.
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    You've seen that
    multiple times already.
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    What's the second derivative?
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    Well, you could view it
    as the derivative of the
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    first derivative, right?
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    That's the slope of the
    slope, or the rate of
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    change of the slope itself.
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    So what did we say
    about concave upwards?
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    concave upwards is when the
    slope is increasing, which
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    means that the rate of change
    of the slope is positive.
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    Well, what that means is that
    the second derivative, which is
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    the slope of the slope, f prime
    of x, is going to be
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    greater than zero.
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    That's what concave upwards
    just tells us, right?
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    Because if this is greater than
    zero, then that means that the
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    rate of change of the
    slope is positive.
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    That's what we said
    was concave upwards.
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    Now, in concave downwards,
    the slope is decreasing.
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    The rate of change of the
    slope is decreasing,
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    or it's a negative.
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    So in that case, the
    second derivative would
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    be less than zero.
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    And then in the situation when
    we're switching, if over here--
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    let's look at this situation.
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    We're concave downwards.
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    We're concave downwards over
    this interval right here.
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    That means that the second
    derivative has to be less than
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    zero over this interval.
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    The rate of change of
    the slope is negative.
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    It's decreasing.
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    So over this interval, our
    second derivative is less than
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    zero, but then we go concave
    upwards, so our second
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    derivative has to be greater
    than zero over this interval,
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    which implies if our second
    derivative is continuous, that
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    the second derivative had to be
    equal to zero at that point.
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    I'll do that with some
    examples in future videos.
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    Now, this condition by itself
    isn't enough to say that
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    it's an inflection point.
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    In order for something to be an
    inflection point, the second
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    derivative has to switch signs.
  • 12:42 - 12:45
    It has to go from being
    negative in a concave downward
  • 12:45 - 12:50
    to positive in concave upwards,
    or it has to go from positive
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    in concave upwards to negative
    in concave downwards.
  • 12:53 - 12:55
    And obviously, in between,
    it's going to switch.
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    If you're switching signs,
    you're going to hit zero.
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    So when the second derivative
    is zero, it might be an
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    inflection point, and then you
    want to test around it to see
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    if it's actually switching
    signs, and I'll show you
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    that in the next video.
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    But hopefully, you at least
    have an intuitive sense of what
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    inflection points look like and
    what the second derivative
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    is telling us.
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    If the slope is constantly
    increasing, then the rate
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    of change of slope is
    positive, then the second
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    derivative is positive.
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    If the slope is decreasing,
    then the rate of change of
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    slope is negative, which
    tells us that the second
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    derivative is negative.
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    And the point in which you're
    switching from a positive
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    second derivative to a negative
    one or a negative one to a
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    positive one, that is what is
    called an inflection point.
  • 13:42 - 13:42
Title:
Inflection Points and Concavity Intuition
Description:

Understanding concave upwards and downwards portions of graphs and the relation to the derivative. Inflection point intuition

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Video Language:
English
Duration:
13:43

English subtitles

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