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import Image from 'next/image' | ||
import Bleed from 'nextra-theme-docs/bleed' | ||
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# Nextra | ||
# Kobra | ||
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**Nextra** is a [Next.js](https://nextjs.org) based static site generator. 0 lines of code needed. | ||
# Onboarding | ||
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It supports Markdown with React components ([MDX](/mdx)), automatically generated [sidebar and anchor links](/docs/anchors), file-system based routing, built-in syntax highlighting, i18n and more. | ||
Hey! Welcome to Kobra! We're so happy that you're trying it out, and we'd love your feedback! Here are some basic instructions for how to get started with Kobra – we really hope you won't have to use these instructions, but when you do, please take a note of it so we'll know which parts of the experience aren't intuitive | ||
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<Bleed> | ||
<Image src="/demo.png" width={2288} height={1974} layout="intrinsic" /> | ||
</Bleed> | ||
Do not open the specific steps unless you're stuck | ||
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--- | ||
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Here are the basic steps to creating a Kobra program (we're going to be creating a Simple Linear Regression): | ||
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1. Upload dataset | ||
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Download dataset [here](https://raw.githubusercontent.com/kobra-dev/datasets/main/Salary_Data.csv) | ||
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- Upload the file | ||
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In the top right, go to the file upload tab and upload your dataset. If this isn't intuitive, please make a note of it | ||
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- Load in the dataset | ||
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Go to the variables tab and create a variable for data | ||
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 | ||
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Set the data variable to a new dataframe – make the filename the same as the dataset you uploaded (the String block is in the text tab) | ||
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 | ||
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2. Create X and y variables | ||
- Create variables for X and y | ||
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Go to the variables tab and create a variable for X and y | ||
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- Set each variable to one column of the dataframe | ||
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Drag out the "Get column" block from the dataframes tab | ||
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 | ||
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3. Create scatterplot | ||
- Add a scatterplot to the plo | ||
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Get this blocks from the plots tab, and add it to your program | ||
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 | ||
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4. Click the run button to view your scatterplot (in data visualization tab) | ||
5. Create & Train Linear Regression Model | ||
- Create a variable for your linear regression model | ||
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Go to the variables tab, and create a variable for a model | ||
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- Set it to a linear regression model | ||
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Drag out the linear regression model from the Linear Regression tab and set model to it | ||
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 | ||
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- Fit the linear regression model | ||
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Drag out the `fit linear regression model` block and fit the model variable | ||
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 | ||
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6. Make prediction with linear regression | ||
- Make a prediction and print it out | ||
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Drag out the print block from the text category, and then use the create text block to combine a string saying "Prediction (5 yrs experience)" and your predction | ||
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 | ||
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Add in a prediction block, where you're making a prediction with your linear regression model (in linear regression tab) | ||
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 | ||
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Full program | ||
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- Full program | ||
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 |
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