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<font color="#00ff00">We</font> all have a love and hate relationship with AI,
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We <font color="#00ff00">all</font> have a love and hate relationship with AI,
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We all <font color="#00ff00">have</font> a love and hate relationship with AI,
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We all have <font color="#00ff00">a</font> love and hate relationship with AI,
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We all have a <font color="#00ff00">love</font> and hate relationship with AI,
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We all have a love <font color="#00ff00">and</font> hate relationship with AI,
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We all have a love and <font color="#00ff00">hate</font> relationship with AI,
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We all have a love and hate relationship with AI,
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We all have a love and hate <font color="#00ff00">relationship</font> with AI,
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We all have a love and hate relationship with AI,
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We all have a love and hate relationship <font color="#00ff00">with</font> AI,
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We all have a love and hate relationship with <font color="#00ff00">AI,</font>
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<font color="#00ff00">whether</font> it's cranking out the essay,
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whether <font color="#00ff00">it's</font> cranking out the essay,
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whether it's cranking out the essay,
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whether it's <font color="#00ff00">cranking</font> out the essay,
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whether it's cranking <font color="#00ff00">out</font> the essay,
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whether it's cranking out <font color="#00ff00">the</font> essay,
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whether it's cranking out the <font color="#00ff00">essay,</font>
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<font color="#00ff00">do</font> in one minute
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do <font color="#00ff00">in</font> one minute
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do in <font color="#00ff00">one</font> minute
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do in one <font color="#00ff00">minute</font>
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<font color="#00ff00">or</font> generally a lessened plan in seconds.
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or <font color="#00ff00">generally</font> a lessened plan in seconds.
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or generally <font color="#00ff00">a</font> lessened plan in seconds.
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or generally a <font color="#00ff00">lessened</font> plan in seconds.
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or generally a lessened <font color="#00ff00">plan</font> in seconds.
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or generally a lessened plan <font color="#00ff00">in</font> seconds.
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or generally a lessened plan in <font color="#00ff00">seconds.</font>
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<font color="#00ff00">But</font> have you ever stopped to think
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But <font color="#00ff00">have</font> you ever stopped to think
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But have <font color="#00ff00">you</font> ever stopped to think
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But have you <font color="#00ff00">ever</font> stopped to think
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But have you ever <font color="#00ff00">stopped</font> to think
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But have you ever stopped to think
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But have you ever stopped <font color="#00ff00">to</font> think
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But have you ever stopped to <font color="#00ff00">think</font>
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<font color="#00ff00">about</font> how AI is
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about <font color="#00ff00">how</font> AI is
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about how <font color="#00ff00">AI</font> is
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about how AI <font color="#00ff00">is</font>
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<font color="#00ff00">quietly</font> revolutionizing
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quietly <font color="#00ff00">revolutionizing</font>
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<font color="#00ff00">the</font> entire chemical industry from designing life saving drugs
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the <font color="#00ff00">entire</font> chemical industry from designing life saving drugs
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the entire <font color="#00ff00">chemical</font> industry from designing life saving drugs
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the entire chemical <font color="#00ff00">industry</font> from designing life saving drugs
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the entire chemical industry <font color="#00ff00">from</font> designing life saving drugs
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the entire chemical industry from <font color="#00ff00">designing</font> life saving drugs
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the entire chemical industry from designing <font color="#00ff00">life</font> saving drugs
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the entire chemical industry from designing life <font color="#00ff00">saving</font> drugs
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the entire chemical industry from designing life saving <font color="#00ff00">drugs</font>
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<font color="#00ff00">to</font> predicting how molecule behave,
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to predicting how molecule behave,
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to <font color="#00ff00">predicting</font> how molecule behave,
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to predicting how molecule behave,
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to predicting <font color="#00ff00">how</font> molecule behave,
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to predicting how <font color="#00ff00">molecule</font> behave,
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to predicting how molecule <font color="#00ff00">behave,</font>
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<font color="#00ff00">AI</font> is changing chemistry in ways
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AI <font color="#00ff00">is</font> changing chemistry in ways
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AI is changing chemistry in ways
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AI is <font color="#00ff00">changing</font> chemistry in ways
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AI is changing <font color="#00ff00">chemistry</font> in ways
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AI is changing chemistry <font color="#00ff00">in</font> ways
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AI is changing chemistry in <font color="#00ff00">ways</font>
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<font color="#00ff00">that</font> we've never imagined before.
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that <font color="#00ff00">we've</font> never imagined before.
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that we've <font color="#00ff00">never</font> imagined before.
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that we've never <font color="#00ff00">imagined</font> before.
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that we've never imagined <font color="#00ff00">before.</font>
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<font color="#00ff00">And</font> that's exactly what I'm going to explore today.
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And <font color="#00ff00">that's</font> exactly what I'm going to explore today.
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And that's <font color="#00ff00">exactly</font> what I'm going to explore today.
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And that's exactly what I'm going to explore today.
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And that's exactly <font color="#00ff00">what</font> I'm going to explore today.
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And that's exactly what <font color="#00ff00">I'm</font> going to explore today.
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And that's exactly what I'm <font color="#00ff00">going</font> to explore today.
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And that's exactly what I'm going <font color="#00ff00">to</font> explore today.
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And that's exactly what I'm going to explore today.
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And that's exactly what I'm going to <font color="#00ff00">explore</font> today.
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And that's exactly what I'm going to explore <font color="#00ff00">today.</font>
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<font color="#00ff00">And</font> as you know, I may hurt and
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And <font color="#00ff00">as</font> you know, I may hurt and
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And as <font color="#00ff00">you</font> know, I may hurt and
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And as you <font color="#00ff00">know,</font> I may hurt and
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And as you know, I may hurt and
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And as you know, <font color="#00ff00">I</font> may hurt and
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And as you know, I <font color="#00ff00">may</font> hurt and
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And as you know, I may <font color="#00ff00">hurt</font> and
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And as you know, I may hurt and
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And as you know, I may hurt <font color="#00ff00">and</font>
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<font color="#00ff00">welcome</font> to my presentation on advances in chemistry
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welcome <font color="#00ff00">to</font> my presentation on advances in chemistry
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welcome to <font color="#00ff00">my</font> presentation on advances in chemistry
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welcome to my <font color="#00ff00">presentation</font> on advances in chemistry
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welcome to my presentation <font color="#00ff00">on</font> advances in chemistry
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welcome to my presentation on advances in chemistry
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welcome to my presentation on <font color="#00ff00">advances</font> in chemistry
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welcome to my presentation on advances <font color="#00ff00">in</font> chemistry
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welcome to my presentation on advances in <font color="#00ff00">chemistry</font>
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<font color="#00ff00">with</font> AI. So let's start with a simple question.
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with <font color="#00ff00">AI.</font> So let's start with a simple question.
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with AI. So let's start with a simple question.
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with AI. <font color="#00ff00">So</font> let's start with a simple question.
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with AI. So <font color="#00ff00">let's</font> start with a simple question.
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with AI. So let's <font color="#00ff00">start</font> with a simple question.
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with AI. So let's start <font color="#00ff00">with</font> a simple question.
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with AI. So let's start with <font color="#00ff00">a</font> simple question.
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with AI. So let's start with a <font color="#00ff00">simple</font> question.
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with AI. So let's start with a simple <font color="#00ff00">question.</font>
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<font color="#00ff00">What</font> is AI?
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What <font color="#00ff00">is</font> AI?
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What is <font color="#00ff00">AI?</font>
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<font color="#00ff00">What</font> is actually artificial intelligence?
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What <font color="#00ff00">is</font> actually artificial intelligence?
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What is actually artificial intelligence?
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What is <font color="#00ff00">actually</font> artificial intelligence?
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What is actually <font color="#00ff00">artificial</font> intelligence?
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What is actually artificial <font color="#00ff00">intelligence?</font>
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<font color="#00ff00">You know,</font>
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<font color="#00ff00">so</font> AI refers to computer systems.
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so <font color="#00ff00">AI</font> refers to computer systems.
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so AI <font color="#00ff00">refers</font> to computer systems.
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so AI refers <font color="#00ff00">to</font> computer systems.
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so AI refers to computer systems.
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so AI refers to <font color="#00ff00">computer</font> systems.
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so AI refers to computer <font color="#00ff00">systems.</font>
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<font color="#00ff00">Which</font> are designed to perform tasks that
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Which <font color="#00ff00">are</font> designed to perform tasks that
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Which are <font color="#00ff00">designed</font> to perform tasks that
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Which are designed <font color="#00ff00">to</font> perform tasks that
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Which are designed to <font color="#00ff00">perform</font> tasks that
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Which are designed to perform <font color="#00ff00">tasks</font> that
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Which are designed to perform tasks <font color="#00ff00">that</font>
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<font color="#00ff00">typically</font> require human intelligence.
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typically <font color="#00ff00">require</font> human intelligence.
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typically require <font color="#00ff00">human</font> intelligence.
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typically require human <font color="#00ff00">intelligence.</font>
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<font color="#00ff00">And</font> they learn from experience,
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And <font color="#00ff00">they</font> learn from experience,
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And they <font color="#00ff00">learn</font> from experience,
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And they learn <font color="#00ff00">from</font> experience,
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And they learn from <font color="#00ff00">experience,</font>
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<font color="#00ff00">recognizing</font> patterns,
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recognizing <font color="#00ff00">patterns,</font>
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<font color="#00ff00">making</font> decisions and even understanding the language.
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making <font color="#00ff00">decisions</font> and even understanding the language.
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making decisions <font color="#00ff00">and</font> even understanding the language.
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making decisions and <font color="#00ff00">even</font> understanding the language.
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making decisions and even <font color="#00ff00">understanding</font> the language.
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making decisions and even understanding <font color="#00ff00">the</font> language.
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making decisions and even understanding the <font color="#00ff00">language.</font>
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<font color="#00ff00">But</font> in chemistry,
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But <font color="#00ff00">in</font> chemistry,
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But in <font color="#00ff00">chemistry,</font>
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<font color="#00ff00">AI</font> isn't just a buzzword.
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AI <font color="#00ff00">isn't</font> just a buzzword.
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AI isn't just a buzzword.
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AI isn't <font color="#00ff00">just</font> a buzzword.
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AI isn't just <font color="#00ff00">a</font> buzzword.
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AI isn't just a <font color="#00ff00">buzzword.</font>
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<font color="#00ff00">It's</font> a practical toolkit that helps to scientists
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It's <font color="#00ff00">a</font> practical toolkit that helps to scientists
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It's a practical toolkit that helps to scientists
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It's a <font color="#00ff00">practical</font> toolkit that helps to scientists
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It's a practical <font color="#00ff00">toolkit</font> that helps to scientists
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It's a practical toolkit that helps to scientists
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It's a practical toolkit <font color="#00ff00">that</font> helps to scientists
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It's a practical toolkit that <font color="#00ff00">helps</font> to scientists
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It's a practical toolkit that helps <font color="#00ff00">to</font> scientists
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It's a practical toolkit that helps to scientists
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It's a practical toolkit that helps to <font color="#00ff00">scientists</font>
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<font color="#00ff00">predict</font> molecular properties,
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predict <font color="#00ff00">molecular</font> properties,
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predict molecular <font color="#00ff00">properties,</font>
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<font color="#00ff00">design</font> new drugs,
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design <font color="#00ff00">new</font> drugs,
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design new <font color="#00ff00">drugs,</font>
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<font color="#00ff00">plans, and the</font>
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<font color="#00ff00">systems</font> that synthesis routes and analyze massive reaction data sets.
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systems <font color="#00ff00">that synthesis</font> routes and analyze massive reaction data sets.
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systems that synthesis <font color="#00ff00">routes</font> and analyze massive reaction data sets.
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systems that synthesis routes <font color="#00ff00">and</font> analyze massive reaction data sets.
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systems that synthesis routes and analyze massive reaction data sets.
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systems that synthesis routes and <font color="#00ff00">analyze</font> massive reaction data sets.
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systems that synthesis routes and analyze <font color="#00ff00">massive</font> reaction data sets.
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systems that synthesis routes and analyze massive <font color="#00ff00">reaction</font> data sets.
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systems that synthesis routes and analyze massive reaction data sets.
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systems that synthesis routes and analyze massive reaction <font color="#00ff00">data</font> sets.
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systems that synthesis routes and analyze massive reaction data <font color="#00ff00">sets.</font>
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<font color="#00ff00">So there</font> is different types of AI models.
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So there <font color="#00ff00">is</font> different types of AI models.
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So there is different types of AI models.
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So there is <font color="#00ff00">different</font> types of AI models.
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So there is different <font color="#00ff00">types</font> of AI models.
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So there is different types <font color="#00ff00">of</font> AI models.
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So there is different types of AI models.
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So there is different types of <font color="#00ff00">AI</font> models.
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So there is different types of AI <font color="#00ff00">models.</font>
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<font color="#00ff00">So</font> what AI models are chemists actually using today.
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So <font color="#00ff00">what</font> AI models are chemists actually using today.
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So what <font color="#00ff00">AI</font> models are chemists actually using today.
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So what AI <font color="#00ff00">models</font> are chemists actually using today.
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So what AI models <font color="#00ff00">are</font> chemists actually using today.
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So what AI models are chemists actually using today.
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So what AI models are <font color="#00ff00">chemists</font> actually using today.
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So what AI models are chemists actually using today.
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So what AI models are chemists <font color="#00ff00">actually</font> using today.
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So what AI models are chemists actually <font color="#00ff00">using</font> today.
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So what AI models are chemists actually using <font color="#00ff00">today.</font>
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<font color="#00ff00">Now</font> let's, let's break it down.
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Now <font color="#00ff00">let's,</font> let's break it down.
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Now let's, let's break it down.
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Now let's, <font color="#00ff00">let's</font> break it down.
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Now let's, let's <font color="#00ff00">break</font> it down.
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Now let's, let's break <font color="#00ff00">it</font> down.
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Now let's, let's break it <font color="#00ff00">down.</font>
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<font color="#00ff00">Here's</font> a visualization
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Here's <font color="#00ff00">a</font> visualization
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Here's a <font color="#00ff00">visualization</font>
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<font color="#00ff00">showing</font> how AI model performance has evolved over time.
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showing <font color="#00ff00">how</font> AI model performance has evolved over time.
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showing how <font color="#00ff00">AI</font> model performance has evolved over time.
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showing how AI <font color="#00ff00">model</font> performance has evolved over time.
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showing how AI model <font color="#00ff00">performance</font> has evolved over time.
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showing how AI model performance <font color="#00ff00">has</font> evolved over time.
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showing how AI model performance has evolved over time.
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showing how AI model performance has <font color="#00ff00">evolved</font> over time.
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showing how AI model performance has evolved <font color="#00ff00">over</font> time.
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showing how AI model performance has evolved over <font color="#00ff00">time.</font>
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<font color="#00ff00">And</font> there are several key model types.
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And <font color="#00ff00">there</font> are several key model types.
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And there <font color="#00ff00">are</font> several key model types.
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And there are <font color="#00ff00">several</font> key model types.
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And there are several <font color="#00ff00">key</font> model types.
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And there are several key <font color="#00ff00">model</font> types.
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And there are several key model <font color="#00ff00">types.</font>
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<font color="#00ff00">Number</font> one, we have neural networks
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Number <font color="#00ff00">one,</font> we have neural networks
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Number one, we have neural networks
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Number one, <font color="#00ff00">we</font> have neural networks
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Number one, we <font color="#00ff00">have</font> neural networks
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Number one, we have <font color="#00ff00">neural</font> networks
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Number one, we have neural <font color="#00ff00">networks</font>
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<font color="#00ff00">for</font> property prediction.
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for <font color="#00ff00">property</font> prediction.
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for property <font color="#00ff00">prediction.</font>
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<font color="#00ff00">Number</font> two, we have graph.