open source concepts
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Some Barriers and Challenges to the CDC's Data Modernization Initiative
As we have discussed in earlier posts, the Centers for Disease Control and Prevention (CDC) has launched a Data Modernization Initiative (DMI) focused on improving the data management capacity of public health in the United States. The major focus of this initiative is on investments in both people as well as systems and data to improve public health response. Though Congress has appropriated a significant amount of funding for Federal and state, territorial, local, and tribal (STLT) public health agencies, there are some sizable barriers and challenges to seeing the vision for DMI come to fruition:
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To Trust Artificial Intelligence, It Must Be Open And Transparent. Period.
Machine learning has been around for a long time. But in late 2022, recent advancements in deep learning and large language models started to change the game and come into the public eye. And people started thinking, “We love Open Source software, so, let’s have Open Source AI, too.” But what is Open Source AI? And the answer is: we don’t know yet. Machine learning models are not software. Software is written by humans, like me. Machine learning models are trained; they learn on their own automatically, based on the input data provided by humans. When programmers want to fix a computer program, they know what they need: the source code. But if you want to fix a model, you need a lot more: software to train it, data to train it, a plan for training it, and so forth. It is much more complex. And reproducing it exactly ranges from difficult to nearly impossible.
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How I Learned to Stop Worrying and Love My Robot Doctor
Remember doctor’s visits when you were growing up? The wooden tongue depressor. The well-worn stethoscope. That weird thing they jammed in your ears. And now, my children are having the same experience. But that is going to change. As design harnesses digital, materials, and networking technologies, a very new health experience is just over the horizon. Proactive, lifestyle design, tracking real-time health data, non-invasive tools and custom “just for you” treatments based on your actual genome, are here.
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