How to Make Synthetic Data | Synthetic Data Generation for Machine Learning

In this month's AI 101, we're doing a synthetic data tutorial! Follow along using the Colab Notebook below.

Sources:

FCC: This video is sponsored by Weights and Biases

[vnceigz]

I remember once upon a time when I used to have to generate my own data to do unit-tests. It was quite tedious to pre-consider all the edge-cases I'd need to cover. Now an A.I. can make it for you. _What a time to be alive! I can't wait for two more models down the line. And I'll see you, next time!_

[cityman-mvst]

I think when QC is fully integrated it will operate mostly on synthetic self generated data, that's when things will start getting really interesting.

[crystalpritzker]

Can you please do a video explaining more about how you created synthetic data for your MRI project? That seemed really interesting and I'd love to know more about how you did it.

[TheCreativeautomaton]

thanks for this vid helpful for synth datasets

[rs]

Do you have tutorial on generating synthetic data from 3d models?

[adityachk]

can someone tell me how to learn machine learning and artificial intelligence, what’s the path way, preferably free and online please

[jonatapaulino]

Hey, congrats on the video. I'm trying to generate synthetic tabular data to analyze in a time series model. Can you help me? Thanks.

[dr.ahmedmusaalhasni]

Thanks for your videos.
A wanted to generat data for my supply chain indicators because lam haven't past data for turning my neural network .
Can you help my place.

[patelpavan]

How to generate artificial data set in deep learning

[cyberpunkstrategy]

Thanks for the video! Open question for anyone here: if I have some code for generating random data based on some parameters, e.g. spending habits based on realistic distributions of categories and range of amounts, what would be the best way to integrate that into some code to generate clusters in that data (like the sklearn make_classification)? Hope that is clear? To restate, e.g.: I want to generate 3 clusters in my data - poor, middle, rich - but with a fair amount of parameters saying how the data itself should look. Could I add some code to a basic random.random code, or is there a nice way to get make_classifications to do this? Thanks! Just ideas to explore, tips, libraries, algorithms, etc... no full tutorial required unless you are made of time!

[NGgamingCoding]

can i generate data for a clinical numerical dataset ?

[JinKee]

so androids do dream of electric sheep