Optimize ML team structure: Discover 2 common approaches, their pros and cons, and learn to choose the right one for your organization.
CloudFactory Blog
![Introduction to MLOps](https://www.cloudfactory.com/hs-fs/hubfs/03-Blog-CTAs/Introduction-to-MLOps.png?width=346&height=181&name=Introduction-to-MLOps.png)
An overview of MLOps field, its similarities & differences compared to DevOps, & how it can help organizations navigate common issues.
![Accelerated Annotation Supercharged by Meta’s Segment Anything Model](https://www.cloudfactory.com/hs-fs/hubfs/03-Blog-CTAs/Accelerated-Annotation-Supercharged-by-Meta%E2%80%99s-Segment-Anything-Model.png?width=346&height=181&name=Accelerated-Annotation-Supercharged-by-Meta%E2%80%99s-Segment-Anything-Model.png)
We’ve integrated Meta AI’s Segment Anything Model (SAM) into our Accelerated Annotation product to deliver precise segmentation at unprecedented speeds.
![ICYMI: Key Insights from Smart Cities Expert Jonathan Reichental](https://www.cloudfactory.com/hs-fs/hubfs/04-blog-img/key-insights-from-smart-cities-expert-jonathan-reichental.jpg?width=346&height=181&name=key-insights-from-smart-cities-expert-jonathan-reichental.jpg)
In our latest event, we talked with smart cities expert Jonathan Reichental about the future of urban development. Here are some key insights from our chat
![ICYMI: Key Insights from Data Science Icon Usama Fayyad](https://www.cloudfactory.com/hs-fs/hubfs/04-blog-img/takeaways-from-our-chat-with-data-science-icon-usama-fayyad.jpg?width=346&height=181&name=takeaways-from-our-chat-with-data-science-icon-usama-fayyad.jpg)
3 key takeaways from our latest LinkedIn Live event where we explored the state of AI & the importance of integrating human intervention with automation.
![Optimizing Decision Making by Combining Automation and People](https://www.cloudfactory.com/hs-fs/hubfs/04-blog-img/optimizing-decision-by-combining-people-and-automation.png?width=346&height=181&name=optimizing-decision-by-combining-people-and-automation.png)
An incremental design approach to automation and machine learning affords strategic opportunities for choosing to route exceptions to machines or people.
![3 Common Mistakes Automation and ML Modelers Make](https://www.cloudfactory.com/hs-fs/hubfs/04-blog-img/common-mistakes-automation-and-ml-modelers-make.png?width=346&height=181&name=common-mistakes-automation-and-ml-modelers-make.png)
Automation and AI hold great potential to innovate, improve, and make predictions. Here are three mistakes you’ll want to avoid.
![Maximizing ROI for ML, Decision Management, and RPA](https://www.cloudfactory.com/hs-fs/hubfs/04-blog-img/maximizing-roi-for-ml.jpg?width=346&height=181&name=maximizing-roi-for-ml.jpg)
Could the secret to developing ML be more boring than we think? It’s time to give up the quest for the perfect model.
![6 AI Predictions for 2021: A View From the Trenches](https://www.cloudfactory.com/hs-fs/hubfs/04-blog-img/ai-predictions-for-2021.jpg?width=346&height=181&name=ai-predictions-for-2021.jpg)
What will 2021 bring to the world of AI and machine learning? CloudFactory CEO and founder Mark Sears shares our predictions.
![How Computer Vision Helps Us See the Future](https://www.cloudfactory.com/hs-fs/hubfs/04-blog-img/How-CV-Can-Help-You-See-the-Future.jpg?width=346&height=181&name=How-CV-Can-Help-You-See-the-Future.jpg)
Can AI help us in predicting the future with computer vision? Here's how computer vision can use today’s data to model tomorrow’s outcomes.
![Why Using Data Scientists for Data Labeling is a Big Mistake [Infographic]](https://www.cloudfactory.com/hs-fs/hubfs/04-blog-img/cf-infographic-social-post-data-scientist-big-mistakes.png?width=346&height=181&name=cf-infographic-social-post-data-scientist-big-mistakes.png)
Your in-house data scientists shouldn't be doing tedious data labeling work for machine learning projects. They should be focusing on more important innovation.
![How to Keep Your Machine Learning Models Up-to-Date](https://www.cloudfactory.com/hs-fs/hubfs/Blog%20Social%20Graphics%20%28Resizing%29-2.png?width=346&height=181&name=Blog%20Social%20Graphics%20%28Resizing%29-2.png)
No matter how robust your initial training may be, keeping your machine learning models up-to-date is essential. Here are two retraining approaches.
![AI Bias And The 'People Factor' In AI Development](https://www.cloudfactory.com/hs-fs/hubfs/Image%20Resizing%20for%20Blog%20and%20Social%20%282%29-Nov-23-2020-09-20-54-08-PM.png?width=346&height=181&name=Image%20Resizing%20for%20Blog%20and%20Social%20%282%29-Nov-23-2020-09-20-54-08-PM.png)
AI is only as good as the data it's trained to analyze. CloudFactory CEO Mark Sears shares in Forbes about how AI bias can arise from people, tools, algorithms, and human ...
![The Life of a Data Scientist [Infographic]](https://www.cloudfactory.com/hs-fs/hubfs/Image%20Resizing%20for%20Blog%20and%20Social%20%281%29-Nov-23-2020-09-19-42-03-PM.png?width=346&height=181&name=Image%20Resizing%20for%20Blog%20and%20Social%20%281%29-Nov-23-2020-09-19-42-03-PM.png)
What is a data scientist and what do they do? Explore their roles, responsibilities, and contributions to AI and machine learning.
![How Humans Can Stay Competitive in An AI World](https://www.cloudfactory.com/hs-fs/hubfs/Image%20Resizing%20for%20Blog%20and%20Social%20%2812%29-2.png?width=346&height=181&name=Image%20Resizing%20for%20Blog%20and%20Social%20%2812%29-2.png)
The future of work has shifted in the last decade. Here are a few ways to stay competitive as our world becomes increasingly driven by artificial intelligence.