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What is XAI and why should we care? Imagine going to the hospital for an MRI scan and an AI-based system marked a black dot as cancer. Would you take that as a fact and commit yourself to a surgery right away? Probably not! Your doctor would like to know why it made that decision, right? You would have questions like, why did the AI-system do that? Why not something else? How can the doctor correct an error? This is where Explainable-AI comes in. XAI makes AI systems less mysterious by using techniques that reveal how they work, making them easier to understand and trust. It helps us learn why a particular AI system works, why it doesn’t work, why and how it fails if it did. In addition to transparency, it provides accountability, accuracy, and reliability. There are 3 major XAI techniques: LIME, RETAIN, and LRP LIME (Local Interpretable Model-agnostic Explanations): it generates multiple slightly modified models from the original model, thus simplifying and explaining why a specific decision was made based on the differences from other models. RETAIN (Rectified Tensor Activation): it focuses on each feature of the model input and studies its individual influence on model prediction. LRP (Layer-wise Relevance Propagation): It operates on backward propagation of a neural network; it traces back the importance of model output to its each input feature. XAI also enhances human-computer collaboration by fully utilizing Artificial Intellegence’s potential. Humans and computers have their own strengths and weaknesses. Humans will always outperform when it comes to creativity, art, and senses related tasks like sound and sight, while computers will always outperform humans in mathematical calculations, remembering facts and figures. The idea is to coexist in a harmonious way to practice XAI. Humans can feel more confident about the machine outputs by practicing XAI and both humans and computers can collaborate together to solve complex problems, thus enhancing the use of AI in a responsible manner. With more regulations requiring the use of XAI promises effective adoption and development of responsible AI. #responsibleai #xai

Many talk about leveraging Artificial Intelligence in healthcare, but Srinagarind Hospital in Thailand is actually implementing it. This hospital stands out for its use of AI in diagnosing hip fractures, making a significant impact on patient outcomes and healthcare efficiency. 🌟 Here are some reasons why: 💡🦴𝐔𝐭𝐢𝐥𝐢𝐳𝐢𝐧𝐠 𝐀𝐈 𝐟𝐨𝐫 𝐇𝐢𝐩 𝐅𝐫𝐚𝐜𝐭𝐮𝐫𝐞 𝐃𝐢𝐚𝐠𝐧𝐨𝐬𝐢𝐬: Achieving a remarkable 96.2% sensitivity and 94.6% specificity, the AI accurately distinguishes fractured hips from normal ones. 🌍⏩🤖 𝐎𝐯𝐞𝐫𝐜𝐨𝐦𝐢𝐧𝐠 𝐃𝐢𝐚𝐠𝐧𝐨𝐬𝐭𝐢𝐜 𝐂𝐡𝐚𝐥𝐥𝐞𝐧𝐠𝐞𝐬: With a rate of misdiagnosis as high as 14%, especially in rural areas, AI technology bridges the gap by providing accurate and immediate interpretation of hip and pelvic radiographs. Many companies struggle with implementing AI effectively, but Srinagarind Hospital has embraced this technology to improve patient care and streamline diagnoses. How is your organization utilizing AI? Read the full article here: https://lnkd.in/eaWZ6diH

Potential application of Artificial Intelligence (AI) in the field of orthodontics In the current context of scientific developments in the field of Artificial Intelligence (AI), it can be predicted that AI will become an integral part of orthodontic diagnosis and treatment planning in the future. While we can assume that AI may not be able to replace the medical knowledge and professional experience of medical professionals in the future, it may, at some point, assist physicians to a lesser extent, thereby playing a role in improving the quality of treatment of orthodontic patients.

The Future of Professions: Which Jobs Can AI Replace? Discover which professions could potentially be replaced by AI in the near future. From firefighters to surgeons, actors to politicians, explore the possibilities and implications of AI in various fields. Join the conversation now! #FutureofJobs #AIinProfessions #ArtificialIntelligence #JobAutomation #TechAdvancements #AIInnovation #ProfessionsInTransition #AIReplacements #WorkforceTrends #AIImpact

Delaware dentist uses artificial intelligence to accurately assess patients' pain - CBS News: Delaware dentist uses artificial intelligence to accurately assess patients' pain  CBS News http://dlvr.it/T1z1LS #ai #artificialintelligence

𝐀𝐈 𝐢𝐧 𝐦𝐞𝐝𝐢𝐜𝐚𝐥 𝐢𝐦𝐚𝐠𝐢𝐧𝐠 While AI has demonstrated potential in analyzing medical images such as image reconstruction, disease detection and classification, surgical planning and guidance, there are still obstacles that prevent its widespread use in real-world settings. These limitations include difficulties in understanding and explaining AI decisions, a lack of sufficient data to validate AI algorithms, potential biases in the technology, and ethical concerns. These challenges especially affect the application of AI in less common medical imaging scenarios. Nevertheless, ongoing research and development in this field are rapidly advancing, and we can anticipate a greater utilization of AI in medical imaging as time progresses. Have you ever used AI in medical imaging in the real world? share your viewpoints. Source: https://lnkd.in/eTxfVYyC #ai #medicalimaging #deeplearning #datascience #healthcare #computervision

What value can CephX AI add to patients and orthodontists? Read this case study to find out. #AI #CephX #CBCT

Sharing this insightful case study from Cephx AI. #OrcaDentalAI #CephXAI

Delaware dentist uses artificial intelligence to accurately assess patients' pain - CBS Philly: Delaware dentist uses artificial intelligence to accurately assess patients' pain  CBS Philly http://dlvr.it/T1xBPl #ai #artificialintelligence

Incredible- With the help of AI, a paralyzed woman got her voice back A recent breakthrough in medical technology has allowed a paralyzed woman to regain her ability to speak using a brain implant and an AI-powered digital avatar. This implantable device, developed by researchers led by UCSF neurosurgeon Edward Chang, translates brain signals into modulated speech and facial expressions. Here are the key details about this remarkable achievement :- -Implantable Device: The brain implant is a small panel of electrodes that is implanted onto the patient's brain. It is powered by artificial intelligence and is capable of decoding the patient's thoughts into synthesized speech and facial expressions. -Translation of Brain Signals: The implant translates the patient's brain signals into modulated speech and facial expressions, allowing the patient to communicate through a digital avatar. This breakthrough technology enables the patient to express herself and communicate with others, even though she is paralyzed. Restoring Communication: This innovation has given the paralyzed woman her voice back after 18 years of being unable to speak due to a stroke. It offers hope to other paralyzed patients who have lost their ability to communicate verbally. -Impact of AI: The use of artificial intelligence in this brain implant technology has significantly advanced the field of assistive communication devices for paralyzed individuals. By harnessing the power of AI, this device can accurately decode and translate the patient's thoughts into speech and facial expressions. This groundbreaking achievement demonstrates the potential of AI-powered brain implants in restoring communication abilities for paralyzed individuals. It opens up new possibilities for improving the quality of life for those who have lost their ability to speak. #ai #artificialintelligence #futureofai #artificalintelligencenow #technology #innovation #aiusecases #ml #machinelearning #deeplearning