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Ray Kurzweil: Memorization is For Robots. People Learn By Doing.
As neuroscience, cognitive science, computer programming, and artificial intelligence progress, we’re understanding better and better how we learn.
What’s the Big Idea?
What do elementary pedagogy and artificial intelligence have in common? Leaders in both fields have abandoned the study of the trees for that of the forest.
From preschool through high school, progressive educators have long advocated for project-based learning as against old-school rote memorization. The goal is transferability of knowledge, as opposed to narrow, domain-based learning. Young children, for example, master the principles of addition faster, and can apply them more broadly, by grouping real-world objects than by manipulating numbers on paper.
A similar shift is happening in the field of artificial intelligence. Scientists are significantly improving machine-thinking by reverse-engineering human cognition. According to Ray Kurzweil, a pioneer in voice recognition technology and the author of How to Create a Mind: The Secret of Human Thought Revealed, the future of artificial intelligence is in pattern recognition. The basic algorithms of human thought, Kurzweil says, just aren’t that complicated. From an observation about the weather to a sophisticated joke, cognition at every level operates according to a few simple principles. Researchers have gotten lost, he says, in the diversity and complexity of individual neurons and are missing the bigger picture.
Video: Ray Kurzweil on project-based education
What’s the Significance?
While he believes that our destiny is to outsource much of what we’ve traditionally called “thinking” to machines, Kurzweil is a strong advocate for education. Not surprisingly, he rejects rote learning (“we have machines for that”) in favor of project-based learning at every level, from Kindergarten through graduate school. At Singularity University, which Kurzweil co-founded, students form small groups to tackle enormous problems like climate change. Whether or not a given project succeeds isn’t exactly the point – the point is that in struggling to come up with creative solutions, the students learn powerful problem-solving approaches they’ll be able to build upon, to develop more sophisticated forms of strategic thinking.
The project-based approach has its critics, of course, both in education and in computer science. Opponents of the holistic learning movement argue that it throws the baby out with the bathwater, failing to teach basic and essential skills like multiplication. The political backlash in elementary public schools takes the form of programs that promote a “back to basics”, “skill-based” approach. And Microsoft co-founder Paul Allen argues that attempting to "reverse-engineer" the brain with our limited, present day knowledge is like asking medieval scientists to reverse-engineer a jet engine.
Both Kurzweil and the most sophisticated educator-advocates of project-based learning would argue that the question is one of orientation. For example, while voracious readers develop strong and contextually rich vocabularies, vocabulary flash cards can be valuable scaffolding for any student. But if the goal is to produce powerful communicators and critical thinkers, the emphasis needs to be primarily on reading rather than on amassing vocabulary or diagramming sentences. Likewise, Kurzweil and his fellow deep-learning theorists owe and acknowledge an enormous debt to detail-oriented neuro- and cognitive science, but their progress relies on identifying and building upon a few simple principles of how the mind operates.
As neuroscience, cognitive science, computer programming, and artificial intelligence progress, we’re understanding better and better how we learn. The promise for education is that we’ll gradually move away from vacillating between idiosyncratic experimentation and traditionalism, and toward methods of learning that will capitalize on our brain’s unique capacity for curiosity, discovery, creativity, and intellectual delight.
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A man's skeleton, found facedown with his hands bound, was unearthed near an ancient ceremonial circle during a high speed rail excavation project.
- A skeleton representing a man who was tossed face down into a ditch nearly 2,500 years ago with his hands bound in front of his hips was dug up during an excavation outside of London.
- The discovery was made during a high speed rail project that has been a bonanza for archaeology, as the area is home to more than 60 ancient sites along the planned route.
- An ornate grave of a high status individual from the Roman period and an ancient ceremonial circle were also discovered during the excavations.
Foul play?<p>A skeleton representing a man who was tossed face down into a ditch nearly 2,500 years ago with his hands bound in front of his hips was dug up during a high speed rail excavation.</p><p>The positioning of the remains have led archaeologists to suspect that the man may have been a victim of an ancient murder or execution. Though any bindings have since decomposed, his hands were positioned together and pinned under his pelvis. There was also no sign of a grave or coffin. </p><p>"He seems to have had his hands tied, and he was face-down in the bottom of the ditch," <a href="https://www.livescience.com/iron-age-murder-victim-england.html" target="_blank">said archaeologist Rachel Wood</a>, who led the excavation. "There are not many ways that you end up that way."</p><p>Currently, archaeologists are examining the skeleton to uncover more information about the circumstances of the man's death. Fragments of pottery found in the ditch may offer some clues as to exactly when the man died. </p><p>"If he was struck across the head with a heavy object, you could find a mark of that on the back of the skull," Wood said to <a href="https://www.livescience.com/iron-age-murder-victim-england.html" target="_blank">Live Science</a>. "If he was stabbed, you could find blade marks on the ribs. So we're hoping to find something like that, to tell us how he died."</p>
Other discoveries at Wellwick Farm<p>The grim discovery was made at Wellwick Farm near Wendover. That is about 15 miles north-west of the outskirts of London, where <a href="https://www.hs2.org.uk/building-hs2/hs2-green-corridor/" target="_blank">a tunnel</a> is going to be built as part of a HS2 high-speed rail project due to open between London and several northern cities sometime after 2028. The infrastructure project has been something of a bonanza for archaeology as the area is home to more than 60 ancient sites along the planned route that are now being excavated before construction begins. </p><p>The farm sits less than a mile away from the ancient highway <a href="http://web.stanford.edu/group/texttechnologies/cgi-bin/stanfordnottingham/places/?icknield" target="_blank">Icknield Way</a> that runs along the tops of the Chiltern Hills. The route (now mostly trails) has been used since prehistoric times. Evidence at Wellwick Farm indicates that from the Neolithic to the Medieval eras, humans have occupied the region for more than 4,000 years, making it a rich area for archaeological finds. </p><p>Wood and her colleagues found some evidence of an ancient village occupied from the late Bronze Age (more than 3,000 years ago) until the Roman Empire's invasion of southern England about 2,000 years ago. At the site were the remains of animal pens, pits for disposing food, and a roundhouse — a standard British dwelling during the Bronze Age constructed with a circular plan made of stone or wood topped with a conical thatched roof.</p>
Ceremonial burial site<img type="lazy-image" data-runner-src="https://assets.rebelmouse.io/eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpbWFnZSI6Imh0dHBzOi8vYXNzZXRzLnJibC5tcy8yMzUzMTk0Ni9vcmlnaW4uanBnIiwiZXhwaXJlc19hdCI6MTY0NDgwNTIyMX0.I49n1-j8WVhKjIZS_wVWZissnk3W1583yYXB7qaGtN8/img.jpg?width=1245&coordinates=0%2C82%2C0%2C83&height=700" id="44da7" class="rm-shortcode" data-rm-shortcode-id="46cfc8ca1c64fc404b32014542221275" data-rm-shortcode-name="rebelmouse-image" alt="top down view of coffin" data-width="1245" data-height="700" />
A high status burial in a lead-lined coffin dating back to Roman times.
Photo Credit: HS2<p>While these ancient people moved away from Wellwick Farm before the Romans invaded, a large portion of the area was still used for ritual burials for high-status members of society, Wood told Live Science. The ceremonial burial site included a circular ditch (about 60 feet across) at the center, and was a bit of a distance away from the ditch where the (suspected) murder victim was uncovered. Additionally, archaeologists found an ornately detailed grave near the sacred burial site that dates back to the Roman period, hundreds of years later when the original Bronze Age burial site would have been overgrown.</p><p>The newer grave from the Roman period encapsulated an adult skeleton contained in a lead-lined coffin. It's likely that the outer coffin had been made of wood that rotted away. Since it was clearly an ornate burial, the occupant of the grave was probably a person of high status who could afford such a lavish burial. However, according to Wood, no treasures or tokens had been discovered. </p>
Sacred timber circle<img type="lazy-image" data-runner-src="https://assets.rebelmouse.io/eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpbWFnZSI6Imh0dHBzOi8vYXNzZXRzLnJibC5tcy8yMzUzMTk0Ny9vcmlnaW4uanBnIiwiZXhwaXJlc19hdCI6MTY2MDAwOTQ4Mn0.eVJAUcD0uBUkVMFuMOPSgH8EssGkfLf_MjwUv0zGCI8/img.jpg?width=1245&coordinates=0%2C149%2C0%2C149&height=700" id="9de6a" class="rm-shortcode" data-rm-shortcode-id="ee66520d470b26f5c055eaef0b95ec06" data-rm-shortcode-name="rebelmouse-image" alt="An aerial view of the sacred circular monument." data-width="1245" data-height="700" />
An aerial view of the sacred circular monument.
Photo Credit: HS2<p>One of the most compelling archaeological discoveries at Wellwick Farm are the indications of a huge ceremonial circle once circumscribed by timber posts lying south of the Bronze Age burial site. Though the wooden posts have rotted away, signs of the post holes remain. It's thought to date from the Neolithic period to 5,000 years ago, according to Wood.</p><p>This circle would have had a diameter stretching 210 feet across and consisted of two rings of hundreds of posts. There would have been an entry gap to the south-west. Five posts in the very center of the circle aligned with that same gap, which, according to Wood, appeared to have been in the direction of the rising sun on the day of the midwinter solstice. </p><p>Similar Neolithic timber circles have been discovered around Great Britain, such as one near <a href="https://bigthink.com/culture-religion/stonehenge-sarsens" target="_blank">Stonehenge</a> that is considered to date back to around the same time. </p>
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Research reveals a new evolutionary feature that separates humans from other primates.
- Researchers find a new feature of human evolution.
- Humans have evolved to use less water per day than other primates.
- The nose is one of the factors that allows humans to be water efficient.
A model of water turnover for humans and chimpanzees who have similar fat free mass and body water pools.
Credit: Current Biology
Being skeptical isn't just about being contrarian. It's about asking the right questions of ourselves and others to gain understanding.