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Hey it's Bruno here.

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Just want to say welcome.

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Congratulations on your second day.

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It seems like the co-workers are impressed with you.

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They told me that you talk to them by one machine learning is it and they were impressed with the amount

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of knowledge.

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So good job.

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But anyway we got to get you working because we have a lot of clients and they really need us.

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So we have a client right now that needs to implement their own machine learning data science framework

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for their employees.

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They have about 20 data scientists 20 machine learning engineers and everybody everybody's kind of doing

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their own thing.

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We need a way to standardize their practices into one so that they can manage all their employees.

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Would you mind creating a framework that our clients can use and maybe we can use at our company as

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well.

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Keiko Corp. needs something standardized so that when we hire more people like you were able to have

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a nice clear framework that they can use shouldn't be a problem for you right.

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Genius right there you are you passed the first day but second day we've got to create this framework

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and and Bruno wants it done by tomorrow.

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So what do you do.

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Well it's time to ask your friend Andre and Daniel.

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So in this section we're going to build our own machine learning and data science framework that is

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a template that we can use throughout the rest of the course throughout the rest of your career to think

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about how to solve problems.

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Here's the thing with this section.

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This is the last section of the course where we talk about theory and we look at some slides and look

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at some diagrams after this section.

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We go into full coding we're going to start actually building our own models actually working with data

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for the rest of the course but this section is really really important because when you go through it

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the first time it's not going to stick automatically.

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This section.

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We left it this way so that you can come back to it every once in a while throughout your career.

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Also throughout the course to be reminded of the framework that we're using of the steps that we're

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using and the rest of the course is going to build on this framework and build our skills so that we

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become better and better with this framework.

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But like I said it's not going to stick right away.

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So every once in a while if you feel a little bit overwhelmed throughout the course or maybe you're

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not getting something maybe hit pause and come back to the section and we watch it.

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And at the very end of the course when you finished all the lectures I want you to come back to this

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section and realize how much you've learned how much clearer this framework becomes.

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Once you've completed the course and like I said this is going to be the last section where we're just

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talking without you actually getting to practice in code.

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But once we build this we're ready to dive deep.

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So let's get started.

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Let's create our own framework and hopefully go into work the next day and make Bruno happy once again

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survive day to let's get started.