An overview of MLOps field, its similarities & differences compared to DevOps, & how it can help organizations navigate common issues.
Workforce Strategy
![3 Essentials for Your NLP Data Workforce](https://blog.cloudfactory.com/hubfs/04-blog-img/3-Essentials-for-Your-NLP-Data-Workforce.png)
Natural language processing (NLP) is a fast-growing AI technology, but data labeling for NLP is complex. Here is what to look for in an NLP data workforce.
![Doctors Shouldn't Annotate Medical Data. Expert Annotators Should.](https://blog.cloudfactory.com/hubfs/04-blog-img/Doctors%20Shouldnt%20Annotate%20Medical%20Data.%20Expert%20Annotators%20Should.png)
Doctor shortages are impacting healthcare innovators’ ability to label data for computer vision solutions. Outsourcing the work will help.
![5 Key Questions to Ask Before Outsourcing Healthcare Data Labeling](https://blog.cloudfactory.com/hubfs/Blog%20CTA%20Design%203%20%281%29.png)
Computer vision improves patient care, streamlines medical decisions, and lowers costs. Ask these questions before outsourcing healthcare data annotation.
![ICYMI: Key Insights from HITL Expert Robert Monarch](https://blog.cloudfactory.com/hubfs/04-blog-img/LIL_Summary_Blog_Monarch_Hero_Image.jpg)
Learn 3 key takeaways from our latest LinkedIn Live event where we explored what it takes to combine human and machine intelligence effectively.
![From Data Collection to Adoption: How Humans Help Medical AI Come to Life](https://blog.cloudfactory.com/hubfs/04-blog-img/how-humans-help-medical-ai-come-to-life.png)
From data collection to training and deploying working models, the development of medical AI comes with many important challenges and opportunities.
![Optimizing Decision Making by Combining Automation and People](https://blog.cloudfactory.com/hubfs/04-blog-img/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.
![4 Reasons You Should Outsource Data Entry](https://blog.cloudfactory.com/hubfs/04-blog-img/outsource-data-entry.jpg)
Data entry is a crucial part of any digital transformation project. Sometimes it makes more sense to outsource than to burden your own team.
![Choosing a Data Labeling Service Part 2: Communication & Quality Control](https://blog.cloudfactory.com/hubfs/04-blog-img/blog-choosing-a-dl-partner-quality-communication.jpg)
How can you determine if a data labeling service will deliver quality work? How they communicate and handle quality control are key indicators.
![Choosing a Data Labeling Service Part 1: Hiring and Vetting](https://blog.cloudfactory.com/hubfs/04-blog-img/blog-choosing-a-dl-partner-hiring-and-vetting.jpg)
How can you determine if a data labeling service will deliver quality work? It starts with their vetting, hiring, and training processes.
![What Can We Learn From HR About AI Bias?](https://blog.cloudfactory.com/hubfs/04-blog-img/what-can-we-learn-from-hr-about-ai-bias.jpg)
People have unconscious biases that affect hiring decisions. People also can hard-code their biases into an AI system. Humans in the loop can help.
![3 Ways Humans in the Loop Add Value to the AI Lifecycle](https://blog.cloudfactory.com/hubfs/04-blog-img/humans-in-loop-add-value-to-ai-lifecycle.jpg)
Humans play a critical role throughout the AI lifecycle, from data cleaning and labeling to quality control and automation monitoring.
![Accelerating ML Model Development with Human in the Loop](https://blog.cloudfactory.com/hubfs/04-blog-img/ml-model-development-with-human-in-loop.jpg)
Developing ML models requires a lot of data and skilled people to work with it. Here’s our HITL approach for machine learning model development.
![From Meals to Video: Connecting a Remote, Global Workforce](https://blog.cloudfactory.com/hubfs/04-blog-img/Social_Header%20-%20Pod%20Social%2044.png)
Building and maintaining relationships while working remotely calls for creativity. We use pod socials to connect globally at CloudFactory.
![Five Great Books about AI and Machine Learning](https://blog.cloudfactory.com/hubfs/Image%20Resizing%20for%20Blog%20and%20Social.png)
Whether you’re a seasoned pro or new to artificial intelligence, continued learning important. Here are a few of our favorite machine learning & AI books.
![Partnering to Achieve an Adaptive Workforce](https://blog.cloudfactory.com/hubfs/Image%20Resizing%20for%20Blog%20and%20Social%20%286%29-Nov-23-2020-09-29-40-23-PM.png)
Some organizations are winning in a pandemic by adapting to changing customer and market demands. We’ve provided adaptive workforces for a decade. Here’s what they look like.