Why AI Projects Fail and How to Get Them Right
AI has never been more accessible. In just the past few years, organizations have gone from experimenting with machine...
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Mushrooms, Goats, and Machine Learning: What do they all have in common? You may never know unless you get started exploring the fundamentals of Machine Learning with Dr. Tim Oates, Synaptiq's Chief Data Scientist. You can read and visualize his new book in Python, tinker with inputs, and practice machine learning techniques for free. |
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By: Synaptiq 1 Oct 4, 2022 4:45:00 PM
Like most people, you probably use wood every day — from the beams that keep our homes, buildings, and bridges upright to the sheets of paper that we use to store and transmit information. But do you know where it comes from?
According to the United Nations, unlicensed logging supplies ~10-30 percent of the global timber trade. [1] Tropical forests are most at risk; experts estimate that around 90 percent of logging in the Amazon and Congo Basin rainforests is unlicensed. [2, 3] Authorities can’t hold unlicensed loggers accountable for replanting, so illegal deforestation threatens the habitat of millions of forest-dwelling species. It also accelerates climate change by diminishing the world’s natural carbon sinks: places that absorb more CO2 than they emit. [4]
Preventing illegal deforestation is a priority for environmental interest groups. But unlicensed loggers operate on unmapped, unpatrolled roads hidden in dense forest. This makes them difficult to track and intercept.
Fortunately, modern technology offers a solution: artificial intelligence (AI) algorithms that detect and map unofficial roads using satellite imagery, so that authorities can efficiently combat illegal deforestation.
In 2022, the nonprofit Imazon published its efforts “to automate the detection of the unofficial roads [..] using artificial intelligence.” [5] Imazon researchers trained an AI algorithm to map roads using satellite imagery, achieving ~90 percent accuracy with automated post-processing. [6] To date, the algorithm has mapped 3.46 million kilometers of road in the Amazon Rainforest — much of which was previously undocumented.
Imazon isn’t alone in its efforts. Other organizations are using AI to identify illegal deforestation hotspots, predict where unlicensed loggers will strike next, and reduce wood waste. [7, 8, 9] Ultimately, AI demonstrates great potential for combating unlicensed logging. It can help “clean up” the timber industry, allowing consumers to enjoy wood products without contributing to illegal deforestation and its consequences.
Want to know more about sustainable technology? Read our blog on AI for wildlife conservation.

Photo by Ivan Lopatin on Unsplash
Synaptiq is an AI and data science consultancy based in Portland, Oregon. We collaborate with our clients to develop human-centered products and solutions. We uphold a strong commitment to ethics and innovation.
Contact us if you have a problem to solve, a process to refine, or a question to ask.
You can learn more about our story through our past projects, blog, or podcast.
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