Machine Learning with Python in Excel: Best of Both Worlds? (full tutorial!)

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Learn to combine Excel’s hands-on nature with Python’s machine learning capabilities to get the best of both worlds with Python in Excel.

In this demo, you’ll learn how to fit, interpret, and visualize a K-Means Clustering model in an Excel workbook with less than 15 lines of Python code.

Along the way, you’ll use Python in Excel to:
✔️ View column distributions using pair plots
✔️ Scale data using normalization
✔️ Find the right number of clusters using inertia plots
✔️ Fit a K-Means clustering model
✔️ Interpret the cluster centers
✔️ Visualize the clusters to share your insights
…all in less than 20 minutes!

🔗 Helpful links:

👉 Full Unsupervised Learning course:

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⏱️ Timestamps:
00:00 - Intro
00:15 - Excel + Python
00:45 - Marvel Movie Dataset
00:56 - Step 1: Start with a question
01:11 - Step 2: Select the right method
01:34 - Step 3: Select the right features
03:24 - Step 4: Scale the data
05:54 - Step 5: Find the right number of clusters
09:13 - Step 6: Fit the model
10:11 - Step 7: Interpret the cluster centers
12:33 - Step 8: Share your insights
15:35 - Resources and next steps

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We've helped more than 1,000,000 students build job-ready data & AI skills, master tools like Excel, SQL, Power BI, Tableau and Python, and build the foundations for successful careers.

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It was so easy to follow your tutorial even for a begginner like me. Thanks!

safakbulut
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Brilliant video Enrique 😊 I can see you are getting quite comfortable with unsupervised learning now 👏👏👏 I will certainly give it a go
!

ewad
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Brilliant - thanks a lot for this. I'm showing it to friends. It all worked first time on my Home Office 365 product.
I'm guessing my limited knowledge of Python can be extended a great deal with Co-Pilot installed direct in Excel. For the meantime I guess I'll be using chatGPT and Claude and cutting and pasting a lot.
2 things I had to work out for myself.
1. The Python code is executed in the cells in order (top left to right, and then going down the page logically).
So my placing the Python cells all over the place created a lot of errors till I worked that out.
2. I start off with a limited amount of Premium compute time a day. All those errors took me past that. But good news - they came right up with an invitation to the free Preview of Python in Excel which for now gives me more compute time.

antique-bsbb
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Using python for data analisys in excel is awsome

jaedonbigbrain
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Super! Could you please re-share the Downloadable project file? the link does not work

NFET
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Project file can not download. Please check. By the way, the tutorial is good, easy to catch up with me.

ERXVietNam
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Would i need to install python to excel before doing this project

emmanuelsarpong