I've spent 7 years working with images, and analyzing and exploring image datasets can easily get messy!

Introducing DataGradients! 🚀

An open-source solution designed for EDA on images! 🔥

Let's see how it works:

Deci Launches DataGradients: Empowering Data Scientists to Unlock Key Insights from Datasets

#AI #AI technology #artificialintelligence #computervisiondatasets #DataGradients #Deci #industryleader #insights #llm #machinelearning #Modeldevelopment

multiplatform.ai/deci-launches-…

DataGradients has officially LAUNCHED! It's the new open-source library by @deci_ai!

This is designed to make the lives of computer vision practitioners easier by providing them an easy way to profile and explore their image datasets.

Star the repo on GitHub and help it get

Data Gradients helps you perform EDA for image data seamlessly!

🧵But what exactly is #DataGradients ?🧵

🗺️ Does Exploratory Data Analysis for image data feel like an uphill climb?

🥾 With DataGradients, it's more like a scenic hike on a smooth, gradually declining path

(There's a pun up there, abstract as it may be. Comment below if you get it.)

🌁 My team at Deci AI is back

Deci Releases DataGradients- an Open-Source Tool to Extract Critical Insights from Datasets - yourselfhood.com/deci-releases-…

Exploratory data analysis (EDA) is a fundamental step in any data-driven project, and the story remains the same for image data.
Have you ever struggled to conduct exploratory data analysis (EDA) for image data? 🤔
But fear not, there's a solution: DataGradients.
A thread🧵👇

Struggling with Exploratory Data Analysis (EDA) for image data?

Traditional tools like Pandas, Matplotlib and Seaborn doesn't cut off.

Meet DataGradients, an opensource for efficient image data profiling that takes your EDA to the next level!!

(A thread) 🧵👇

Exploratory Data Analysis for image data doesn't need to be an uphill battle

Introducing an OPEN SOURCE solution, DataGradients 🚀

With DataGradients, EDA process is now smoother than ever, and you can better understand your data and improve your model's performance ✅ ✅✅

I had ONE goal for the DataGradients launch - get the library to 100 stars!

You've all helped me *almost* get there.

We're so close!

Check out DG on GitHub and smash a star ⭐️ if you haven't already.

Let's get this to 100 ⭐️'s and beyond!

🫵🏽You can help the computer vision

And just who is this handsome devil telling you about an awesome tool for profiling image data 😆

Check out the newest open-source project from Deci AI called DataGradients

It's a library that makes profiling image data easy.

⭐️ Give it a star on GitHub:

DataGradients is an open-source Python library, created by @deci_ai, for #computervision dataset analysis

My friend Harpreet harpreet had created this easy to follow Colab notebook tutorial, check it out 👇

📒 Notebook bit.ly/dg-starter-not…

Here’s what DataGradients does for you

1️⃣ Automated Feature Extraction
2️⃣ Provide Data Profiling Tools
3️⃣ Understanding Model Assumptions
4️⃣ Dataset Quality Assessment
5️⃣ Simplified Reporting
6️⃣ Hyperparameter Tuning

What can you do with DataGradients?

1. Automated Feature Extraction
2. Understand Model Assumption
3. Access Data Quality
4. Assist with Hyperparameter Tuning
5. Inspect images
6. Generate Comprehensive Reports

👉After DataGradients has completed its analysis it outputs two files:

1. A PDF containing stats, graphs, and visualizations for the dataset features you selected to be analyzed

2. Json file containing all raw metadata extracted but none of the original data in your dataset

3. Here’s what DataGradients does for you:
a. Automated Feature Extraction
b. Data Profiling Tools
c. Understanding Model Assumptions
d. Dataset Quality Assessment
e. Simplified Reporting

DataGradients seamlessly work with any computer vision dataset, be it:

- Classification
- Object Detection
- Semantics segmentation

A few lines of code & it does the magic! 🪄
🔗 github.com/Deci-AI/data-g…

Following the completion of its investigation, DataGradients produces two files:

1. A PDF with statistics, graphs, and illustrations for the dataset features you choose to be examined

2. Json file with all retrieved raw metadata, but with no original data from your dataset.

Deci?s DataGradients Extracts Critical Insights from Datasets dlvr.it/Ss4lLZ

Computer Vision foundation models need quality data more than ever.
Meet @deci_ai 's DataGradients : An open source tool for dataset profiling and analysis! 🚀
github.com/Deci-AI/data-g…