Run 13B model on an iPhone! 🤯 Just finished reading Tim Dettmers’ amazing work on SpQR. SpQR unlocks 3.35 bit quantisation which lets us run 33B models on 3090s and 13B models on an iPhone. Here are my notes from the paper: - Quantisation is basically like compressing the

Innovation in the #AgeTech space is direly needed, as there has been no significant innovation since 1970. Our current status quo consists of pendants, bracelets, and panic buttons. It is time for radical change.

#Privacy is not just a personal right - it's the cornerstone of our dignity. In a world where our lives are increasingly transparent, protecting our private space is crucial. It's about respecting ourselves and others, understanding that some things are meant to stay just ours.

Ever wonder why we feel uneasy under the gaze of cameras? Psychological research reveals it’s about losing control over our personal space and narrative. Being constantly watched triggers anxiety and a sense of vulnerability, eroding our sense of #privacy and autonomy. #AgeTech

43.5 million family caregivers in the U.S. pour their hearts into over 20 hours of unpaid care weekly, an annual contribution worth over $450 billion. Their selfless dedication is one of the foundations of our healthcare system. They’re everyday heroes. #AgeTech”

Motion is a vital wellbeing indicator, reflecting our physical and mental health. Regular movement boosts fitness, wards off diseases, and uplifts mood. It’s a window into our overall health, signaling when things are right or when we need care. #AgeTech

Walking speed in seniors is a key predictor of fall risk. Studies show seniors walking below 1.0 m/s are at a higher risk of falls. This isn’t just about speed - it’s about wellbeing. Understanding this with #AgeTech can be a game-changer in caring for our loved ones ❤️

Research reveals that older adults walking 6,000 to 9,000 steps daily (about 3-4 miles) can reduce their risk of heart attack and stroke by 40 to 50%. Just a mile a day makes a difference, but more steps mean greater benefits. #AgeTech #Longevity

People living with dementia often struggle with sleep, commonly facing frequent night awakenings. Additionally, a condition known as sundowning can occur during evenings or nights, leading to confusion, anxiety, and even aggression. #AgeTech can help unveil such conditions.

Seniors are embracing technology like never before! 🌐 Smartphone usage among older adults soared from 10% in 2011 to 61% in 2021. Their social media presence? Up by 400% since 2010! Let’s celebrate the growing digital literacy in our senior community. #AgeTech

Gait speed, hailed as the „sixth vital sign“ in geriatrics, plays a crucial role in assessing health risks. A pace below 1.0 m/s points to higher risks, whereas >=1.0 m/s suggests lower risks. Remarkably, changes as subtle as 5 cm/s can significantly impact health outcomes.

Stepping up for health! 🚶‍♂️ Seniors walking 6,000-8,000 steps daily can see significant health improvements. From reducing heart risks to enhancing mobility, every step counts towards a healthier life. #AgeTech #SeniorLiving

Passive motion sensing represents a pivotal advancement in geriatric care, enabling long-term monitoring and trend analysis in independent and assisted living settings. This technology facilitates early detection of health and mobility changes, offering a data-driven approach to

IADLs (Instrumental Activities of Daily Living) like grocery shopping, meal prep, medication management, and bill paying are crucial for independent living. Difficulty with these tasks may indicate a need for support. Understanding IADLs is key to maintaining autonomy and getting

Difficulties with IADLs (Instrumental Activities of Daily Living) such as managing finances, medication, and housekeeping, can signal a decline in cognitive and physical abilities, making them a relevant predictor of fall risks in seniors. Early detection and support are vital

Family caregivers often face guilt, feeling they're not doing enough for their aging loved ones. It's a challenging balance, but technology offers a helping hand, delivering peace of mind and relief through information, support and resources. Embracing these tools can ease the

Fall prevention program for seniors 💡 The evidence-based Otago Exercise Program shows a 35-40% fall reduction in older adults, blending strength, balance, and walking exercises. A proactive step towards maintaining independence and reducing health risks. #FallPrevention

It’s fascinating to see how medication adjustments can manifest in the number of nightly bathroom visits. Motion patterns hold powerful insights, now being explored within senior communities for the first time. #SeniorLiving #AgeTech