Sharing insights into the future of Machine Learning through the lens of no-infra MLOps
Joined July 2021
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Serverless ML retweeted
Imagine you had to pick a novel data source and identify a prediction problem for it. What ML system could you build in a few weeks?
Here's what KTH students built (mostly with @hopsworks).
id2223kth.github.io/assignme…
Examples in the 🧵below
Serverless ML retweeted
I used to spend hours setting up IAM roles, Docker registries, and EC2 instances, to build ML products
... until I discovered this ↓
Serverless ML retweeted
We started out writing a MLOps Glossary, but it became a dictionary. I hope it's useful for those who want to learn about MLOps and Feature Stores: hopsworks.ai/mlops-dictionar…
Serverless ML retweeted
Production ML is closer to software engineering than to Data Science.
In this article by @jim_dowling you will learn how Serverless ML can help you build a fully operational Machine Learning MVP in 2 weeks
serverless-ml.org/blog/from-…
Serverless ML retweeted
Having trouble deploying your #MLmodels?🤔
With minimal models, and easy-to-write feature and inference pipelines, getting to a viable production model within 2 weeks is feasible for most models. Learn more about KTH's successful scalable ML course bit.ly/3mvpjhp
Serverless ML retweeted
Revolutionize your face recognition with this serverless #ML project! The pipeline automatically retrains to ensure optimal accuracy, giving you the best results every time.
Say goodbye to manual updates and hello to seamless facial recognition
bit.ly/3FGDHtP
Serverless ML retweeted
🚀 Stay ahead of the game with the latest #MLProject! 💰 Our model predicts the price of bitcoin, helping you make informed decisions and stay ahead of the market. 📊 Give it a try and stay on top of your crypto investments!
github.clicksocialimg.top/nr…
Serverless ML retweeted
🎶 Embrace machine learning with our latest project!
Check out this model that predicts personalized recommendations for your @Spotify playlists, helping you discover new tracks and enhance your listening experience ⬇️
bit.ly/3ZYDKJ4
Serverless ML retweeted
All ML systems can be decomposed into 3 pipelines (aka programs):
→ Feature pipeline
→ Training pipeline
→ Inference pipeline
And this is how they work ↓
Serverless ML retweeted
Will your post on #Reddit be successful? 🤔
Check out this scalable machine learning system to predict the number of likes a Reddit post or comment is going to get if the user decides to post it 🚀
➡️ bit.ly/3KFyVAf
Serverless ML retweeted
Advice for ML beginners 💡
→ A machine learning model is a product of the dataset it was trained on.
→ Bad data means a bad model.
→ Good model means a good dataset.
Serverless ML retweeted
🚨 #PyDataStockhlom is coming!
As a first meetup, we have invited students from KTH who have developed ML systems using only serverless technologies to solve prediction problems.
📅 9th February
⏰ 5:30 PM
🌍 Stockholm
meetup.com/pydatastockholm/e…
Serverless ML retweeted
We're excited to announce the first #PyDataStockholm meetup!
Join us as we hear from #KTH students who have pushed the boundaries of machine learning by developing complete ML systems using only serverless technologies 🚀
📅 9th February
⏰ 5:30 PM
bit.ly/40vlrN0
Serverless ML retweeted
Our new podcast episode on Doing Software Engineering in Academia is out!
We talked about research software engineering, open science and open source, and the study process.
More in a thread 🧵
Serverless ML retweeted
Advice for ML beginners 💡
→ ML models break if the data breaks.
→ Test your data pipelines with Great Expectations
github.com/great-expectation…
Serverless ML retweeted
Impressive blog where Pinhasi talks about how #featurecalculation and #serving are the heart of every #MLsystem. The goal is to capture analytical signals in the data and reduce them to the form of features that allow the model to predict outcomes bit.ly/3uMMzbD
Serverless ML retweeted
Training an ML model inside a Jupyter notebook is something every data scientist knows 🏋️
But do you know how to create a real-world ML service that makes a difference for the company you work for? 📈
If the answer is NO, this thread is for you 🤗🧵↓
Serverless ML retweeted
What is Serverless Machine Learning? Here some thoughts on the new serverless ML landscape and why I think serverless ML will unbundle unified Development and Operations platforms for ML, like Sagemaker.
serverless-ml.org/what-is-se…
Serverless ML retweeted
We got these super cool swag from @FeaturestoreOrg 🙌 Do you know that they had an event #FeatureStoreSummit? Check their website and watch the session on demand 👉 featurestoresummit.com/
