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2030 = No Water = No Food = No Green Energy

10,000 years ago humans and livestock were 0.03% of all land vertebrates by weight.
Today they are 96%. Just 4% of land vertebrates by weight are wild.
We have to grow more food in 30 years than we did in the last 3,000 years.
Here's why:
If you are 15 years old, emission went up 30% in your lifetime - Global Carbon Project 2018
If you are 30 years old emissions went up 50% in your lifetime - Global Carbon Project 2018
The world totally failed 4 major global climate initiatives in 30 years - Government of Canada
It took 30 years for solar and wind to reach 4% of world energy - BP Statistical Review 2019
In 2019 renewable energy is 4% of world energy – Wall Street Journal 2019
Renewable energy will be 15% of world energy by 2040 – BP 2019
Global energy use will grow 1% / yr until 2040 due to economic and population growth - CNBC 2019
Renewable energy may be 20% of global energy by 2040 at most.1573591637655.png) - CNBC 2019
At this rate will take 400 years for 100% renewable energy - MIT 2018
Warming must stop at 1.5 °C or life on earth will collapse – Nature 2019
By 2030 human emissions will be 38% higher than needed to stay below 1.5 °C - UN 2019
By 2030 fossil fuel emissions will be 150% higher than needed to stay below 1.5 °C - Production 2019
By 2030 emissions must go down 55% to stay under 1.5 °C - Science Magazine 2019
2030 - 2050 = 1.5 °C on earth - Reuters 2018
The "New Energy Economy": An Exercise in Magical Thinking - Manhatten Project 2019
Why Renewable Energy Can’t Save the Planet- Quillette 2019
U.S. Electrical Grid on the Edge of Failure - Scientific American 2013
The extreme vulnerability of power grids - Nature Physics 2013
America's infrastructure is decaying - Business Insider 2019
America's Electrical Grid Is Falling Apart - Whowhatwhy.org 2017
The Challenges and Requirements for a New Power Grid - Lexington 2016
As the United States economy and society have become more reliant on the uninterrupted flow of electricity, the power grid upon which it depends for that supply has experienced deteriorating reliability. The grid loses power 285% more often today than in 1984.
Revenge of the Power Grid - Atlantic 2019
Why It's So Hard to Restart Venezuela's Power Grid - Wired 2019
Re-energizing a dead grid, a process known as a black start, is challenging under any circumstances —a problem exacerbated by aging infrastructure.
What would happen in an apocalyptic blackout? - BBC 2019
Growing demand on our electricity supplies from rising populations and new technologies like electric cars will face increasing instability as we shift to more renewable, but intermittent energy sources like wind and solar power.
Blackouts: a sociology of electrical power failure - Core UK undated
Electric vehicles could stall due to mineral shortages - Petroleum Economist 2019
US, Canada and Australia join forces to tackle metal shortage risk - Financial Times 2019
Tesla expects global shortage of electric vehicle battery minerals - Reuters 2019
Shift to renewable energy could have biodiversity cost - Monga Bay 2019
We Don't Mine Enough Rare Earth Metals to Replace Fossil Fuels With Renewable Energy - Motherboard 2018
Top supply shocks humanity isn’t prepared for - Russia Today 2019
Forests should never be used to serve our electricity needs - The Hill 2019
Insects could die out in worst extinction since the dinosaurs
Refrigerant Smuggling
As Europe Swelters, Illegal Refrigerants = 4 million cars – Forbes
  • Ozone depletion means skin cancer.
  • Fluorinated gases, used in refrigerators and air conditioners, have up to 1,000 X more greenhouse gas impact than CO2.
Perverse’ Carbon Payments Send Flood of Money to China
  • China made more money not making chemicals than making them just like farmers.
Alec MacGillis Tweet
  • So many CFCs have been illegally smuggled into Europe from China that it will require planting “a forest the size of Portugal” to compensate for the added greenhouse gases they are resulting in.
Companies warn of huge black market in greenhouse gas – FT
  • I’ve noticed science media blackouts about mid latitude ozone destruction.
  • I’ve noticed one piece of pedo video wiped out from the internet by Google.
  • That’s because Google means target your kid for buck in ancient Indian.
Protecting the Ozone Layer: The United Nations History
  • The smuggling of CFCs also emerged in Europe in the mid-1990s. … Illegal Chinese CFCs were also smuggled into Taiwan using an ingenious methods.
State of the World 2001 The Worldwatch Institute
  • Freon and CFCs smuggled from China/India to US/Europe since 1990s.
Environmental and Natural Resources Economics
  • Big money market mobsters give corporations plausible deniability.
Chemicals traded illegally – Irish Times
  • CFCs worth up to $144 million, are smuggled into Europe each year from Russia and China.
The Potsdam Institute recently said that if our carbon budget were to increase 50%, we would only gain 10 years time to reduce emissions. Conversely, if our carbon budget were to shrink 50%, we would have to reduce emissions 10 years sooner than we hoped.
Then, a few days later, Michael Mann came out and said that our carbon budget for 1.5 C has just shrunk by 40%. But, Michael Mann will turn around and say we still have hope, nothing could be further from the truth.
In the most under-reported story of this century, Hans Schellnhuber says that runaway hothouse earth gets triggered anywhere between 1.5 - 2.0 C. Runaway hothouse cannot be stopped or reversed once started.
In the last 10,000 years, humans and livestock have destroyed 98% of land vertebrate species biomass. Our green crop fields are so poisonous, they kill all birds, fish, frogs and insects that come within miles of them. There are so many poisons in the biosphere that all vertebrate species are rendered biologically emasculated, feminized and infertilized.
Mass extinction is preceding runaway hothouse chaos. Within this century our oceans will become super saturated with carbon and destroy most of the plankton on earth. In other words, earth won't be fine without us.
Runaway hothouse cannot be stopped or reversed once started.
Mass extinction cannot be stopped or reversed once started.
99% of permafrost to melt by 2100
Draft UN report: Oceans Turning From Friend To Foe
Scientists believe that Earth’s magnetic field shifted in only a couple hundred years.
Earth’s last magnetic reversal took less than 100 years
Earth's Oceans Lost In Space - Nature Communications 2016
Greenhouse Gases Boil Oceans Away - Motherboard 2016
Planets with too much carbon dioxide could lose oceans to space - New Scientist 2016
Stephen Hawking, All of Earth's oceans boil away into nothing - Inverse 2017
Climate Change to Devastate the Global Food Supply by 2050
Big Ag Is Sabotaging Progress on Climate Change
Water shortages could affect 5bn people by 2050, UN report warns
By 2020 about 30-40% of the world will have water scarcity, and according to the researchers, climate change can make this even worse.
With only 7% of the world’s freshwater, China plans to produce 807 million gallons a day from desalination by 2020, roughly quadruple the country’s current capacity.
By 2025, an estimated 1.8 billion people will live in areas plagued by water scarcity, with two-thirds of the world’s population living in water-stressed regions.
There will be about 1 billion more mouths to feed worldwide by 2025 and global agriculture alone will require another 1 trillion cubic meters of water per year (equal to the annual flow of 20 Niles or 100 Colorado Rivers).
UN studies project that 30 nations will be water scarce in 2025, up from 20 in 1990.
According to the U.S. Intelligence Community Assessment of Global Water Security, by 2030 humanity’s “annual global water requirements” will exceed “current sustainable water supplies” by 40%.
Water demand in India will reach 1.5 trillion cubic meters in 2030 while India’s current water supply is only 740 billion cubic meters.
If current usage trends don’t change, the world will have only 60 percent of the water it needs in 2030.
By 2035, the world’s energy consumption will increase by 35 percent, which in turn will increase water use by 15 percent according to the International Energy Agency.
By the year 2040 there will not be enough water in the world to quench the thirst of the world population and keep the current energy and power solutions going if we continue doing what we are doing today.
The number of people living in river basins under severe water stress is projected to reach 3.9 billion by 2050, totaling over 40% of the world’s population.
Compared to today, five times as much land is likely to be under “extreme drought” by 2050.
Feeding 9 billion people by 2050, will require a 60 percent increase in agricultural production and a 15 percent increase in water withdrawals.
Water demand is projected to grow by 55 percent by 2050 (including a 400-percent rise in manufacturing water demand).
By 2050, 1 in 5 developing countries will face water shortages (UN’s Food and Agriculture Organization).
Between 2050 and 2100, there is an 85 percent chance of a drought in the Central Plains and Southwestern United States lasting 35 years or more.
If farmers in Kansas keep irrigating at present rates, 69 percent of the Ogallala Aquifer will be gone in 50 years.
Britain facing food crisis as world's soil 'vanishes in 60 years' - Telegraph
Only 60 Years of Farming Left If Soil Degradation Continues - Sciam
We need to protect the world's soil before it's too late - Popular Science
Soil erosion - Food and Agriculture Organization of the United Nations
We’re treating soil like dirt. It’s a fatal mistake, as our lives depend on it
Mass starvation is humanity’s fate if we keep flogging the land to death
75% of Earth's Land Areas Are Degraded
Billions of people live on farmland that is deteriorating and producing less food
PFAS Affect Us All, Especially Men
Male Infertility + Male Feminization = 5G + Petro Pharma Chemicals
Dirty air at age 12 quadruples chances of depression by age 18
Teenage psychotic experiences linked to high levels of air pollution
More than 90% of the world's children breathe toxic air every day
Air pollution is impeding our children's brain development
Endocrine Disruptors and Autism Spectrum Disorder in Pregnancy
Low-dose BPA exposure induces marked adverse effects
Brain damage in fish affected by plastic nanoparticles - Phys.org
Nanoplastic reduces survival of zooplankton and penetrate the blood-to-brain barrier in fish to cause behavioural disorders.
It's not just fish, plastic pollution harms the bacteria that make 10% of our oxygen.
Effects of Microplastics on Human Health (2018 Facts & Guide)
Chemical use will grow 7X faster than population between 1990 and 2030. Global chemical production has almost doubled since 2000. By 2030, the industry will almost double again from 2017 levels. China to account for 49.9% of 2030 world market.
Drugged waters – how modern medicine is turning into an environmental curse
Pesticides and antibiotics polluting streams across Europe
Assumed safety of pesticide use is false, says top government scientist
Air pollution causes ‘huge’ reduction in intelligence, study reveals
Urban classroom with 1,000 ppm C02 levels reduces cognition 15%. Drugged waters – how modern medicine is turning into an environmental curse
Growing up in dirty air ‘quadruples chances of developing depression’
Wide Range of Diseases Linked to Pesticides
Pesticide residue on fruits and veggies tied to infertility | Reuters
High Rates of Suicide, Depression Linked to Farmers’ Use of Pesticides
Neurological Disorders from Ambient (Urban) Air Pollution
Glyphosate linked to liver disease, birth defects and reproductive problems; may kill beneficial gut bacteria and damage DNA in human embryonic, placental and umbilical cord cells.
Side Effects of Herbicides | Livestrong.com
Depression in girls linked to higher use of social media
Pervasive Fluorochemical Exposures Continue
After putting nano-silver in food hygiene and container products, let's see if it's safe.
Impact of Nanoparticles on Brain Health
Nanoparticles in food can alter the behavior of gut bacteria
Super Fungal Infections On The Rise | NYT
Propionate = diabetes + food anti-fungal in baked goods
Naval Medical Research Institute: 2300 Studies on EMF Health Effects
The Harmful Effects of Electromagnetic Fields
Neruotoxic Infertility - Robert Callaghan 2019
submitted by CommonEmployment2 to overpopulation

[P] TensorFlow 2.0 Implementation of Yolo V3 Object Detection Network

[P] TensorFlow 2.0 Implementation of Yolo V3 Object Detection Network
Hey reddit ml, I am sharing my implementation of YoloV3 in TensorFlow 2.0 alpha

There is a lot of buzz around TensorFlow 2.0 with tons of blog posts and tutorial. But I haven't found a complete example that uses all the latest features and best practices brought by TF2. This project is created with the goal of being clean, efficient and complete with zero legacy debts.

Some of the key features include:
  • Everything is Tensorflow 2.0, no more session.run or import keras.backend as K
  • Pure functional model definition compatible with both Eager and Graph execution
  • Eager mode custom training loop with tf.GradientTape (very good for debugging)
  • Graph mode high performance training with model.fit(dataset)
  • Training pipeline uses tf.data and TFRecord for optimal throughput
  • Input transformations are implemented using the @tf.function auto-graph feature
  • Almost all tensor manipulations are vectorized to squeeze out that last bit of efficiency
  • Works with GPU out of box (TF2's GPU integration is miles ahead of PyTorch's if gpu: x.cuda())
  • Fully integrated with absl-py. TensorFlow 2.0 is deprecating tf.flags and recommends abseil (great library, heavily used by Google)
  • I haven't gotten chance to test multi-gpu or distributed setup, but they are supposedly very easy to do with TF2.0.

The YoloV3 implementation is mostly referenced from the origin paper, original darknet with inspirations from many existing code written in PyTorch, Keras and TF1 (I credited them at the end of the README). I tried to fixed all the inconsistency, incompleteness and minor errors existing in other repos here. The project works with both YoloV3 and YoloV3-Tiny and is compatible with pre-trained darknet weights.

Example of detection output:
Thumbs Up!
This project has been quite a great learning experience for me. After working with TF1 and then Keras and then PyTorch, coming back to TensorFlow 2.0 feels very refreshing and enjoyable. TF2 will definitely rise and shine in the coming months following the official GA release.
submitted by zzh8829 to MachineLearning

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