TensorFlow Profile picture
Nov 4, 2022 5 tweets 3 min read Read on X
Many #ML startups face challenges growing at scale and managing its infrastructure.

FinTech startup, @digits was able to mitigate these challenges with the early deployment of TensorFlow Extended.

Learn more ➡️ goo.gle/3gvm2LS Digits and TensorFlow logo
💡No. 1: Standardization

With TFX, @digits can increase code reusability and ramp up projects faster than ever before.

⚡Its continuous integration system automatically deploys its #ML models and tracks all changes in its Git repository. System components using Ten...
💡 No. 2: Growth

📈 With minimal code changes, @digits can easily swap out its Apache Beam configuration when its datasets grow and require more processing capabilities. Various Beam Runner systems...
Since TFX is integrated with the ML Metadata Store, @digits can store all of its model details in one place. This allows them to easily generate model lineages without any additional overhead 👥 Model lineage using TensorF...
Want to learn more about how other startups can benefit from TFX?

Get the details here ↓ goo.gle/3gvm2LS

• • •

Missing some Tweet in this thread? You can try to force a refresh
 

Keep Current with TensorFlow

TensorFlow Profile picture

Stay in touch and get notified when new unrolls are available from this author!

Read all threads

This Thread may be Removed Anytime!

PDF

Twitter may remove this content at anytime! Save it as PDF for later use!

Try unrolling a thread yourself!

how to unroll video
  1. Follow @ThreadReaderApp to mention us!

  2. From a Twitter thread mention us with a keyword "unroll"
@threadreaderapp unroll

Practice here first or read more on our help page!

More from @TensorFlow

Nov 8, 2022
👋 See how Alex Agudelo built Kemu, a visual low/no code editor for #WebML!

Check out 3 demos he made in Kemu on the most recent #MadewithTFJS episode ➡️ goo.gle/3A0TYa9
💡The first demo, Mind Controller, combines hardware and software using an image classifier to control an IoT device.
🏎️ The second demo, Eye Driver, combines two very different machine learning models trained in two completely different tasks to achieve controlling a video game with just your eyes!
Read 5 tweets
Nov 7, 2022
♻️ Introducing CircularNet, a set of data efficient models created to support the way we manage and recycle materials across the waste management ecosystem.

Learn how CircularNet uses TensorFlow's Mask R-CNN algorithm to change the future of recycling ➡️ goo.gle/3shYqgA Model identifying the produ...
Once data is collected at Material Recovery Facilities,

✅ Annotation files get converted into COCO JSON
✅ Incorrect labels, errors and corrupt images are removed to ensure smooth training.
✅ Final file gets converted to the TF record format A material recovery facilit...
The Mask RCNN is then trained using the Model Garden Repository.

✅ Hyper parameter optimization is performed by changing image size, batch TensorFlow Model Garden logo
Read 5 tweets
Oct 10, 2022
Explore some tools to support and accelerate TensorFlow workflows in the thread. ⬇
Colab, or "Colaboratory," allows you to write and execute Python in your browser, with ⤵️

⚡️Zero configuration required
⚡️Access to GPUs free of charge
⚡️Easy sharing

No matter who you are, Colab can make your work easier. Learn more ➡️ goo.gle/3RKo0oF Colab logo illustrated by a C and O, resembling an infinity
💡 TensorBoard provides the visualization and tooling needed for machine learning experimentation.

Learn all about it here ➡️ goo.gle/3RMxYpK
Read 7 tweets

Did Thread Reader help you today?

Support us! We are indie developers!


This site is made by just two indie developers on a laptop doing marketing, support and development! Read more about the story.

Become a Premium Member ($3/month or $30/year) and get exclusive features!

Become Premium

Don't want to be a Premium member but still want to support us?

Make a small donation by buying us coffee ($5) or help with server cost ($10)

Donate via Paypal

Or Donate anonymously using crypto!

Ethereum

0xfe58350B80634f60Fa6Dc149a72b4DFbc17D341E copy

Bitcoin

3ATGMxNzCUFzxpMCHL5sWSt4DVtS8UqXpi copy

Thank you for your support!

Follow Us!

:(