Ryan Conti
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- Functions | Course Readings | 6.101 Fall 20221 savers
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highlights · 55
That's because loss functions are themselves torch modules, although most of them don't have any parameters or data associated with them
Copy of hw0.ipynb - Colaboratoryearnable parameters belong to our model--if you used the torch.nn.Linear module in your implementation, the sole parameter is the weight vector stored in the_linear_module.weight.data.
Copy of hw0.ipynb - ColaboratoryThe term for "something you can optimize" in PyTorch is a module.
Copy of hw0.ipynb - ColaboratoryA be the matrix of measurements and b be the vector of class labels
Copy of hw0.ipynb - Colaboratoryb contains the 150 class labels encoded as integers
Copy of hw0.ipynb - ColaboratoryA array contains the flower measurements and hence has size 150×4
Copy of hw0.ipynb - Colaboratorysetosa, virginica, and versicolor
Copy of hw0.ipynb - Colaboratorysepal height, sepal width, petal height, and petal width
Copy of hw0.ipynb - ColaboratoryIris Dataset (Fisher 1936)
Copy of hw0.ipynb - Colaboratoryfor a simple linear regresion model.
Copy of hw0.ipynb - ColaboratoryPyTorch is that it's numpy with extra stuff. The most important of the "extra stuff" is automatic differentiation: PyTorch can keep track of all the computations performed on data and can automatically compute the gradient of any output (e.g., the value of an objective function) with respect to any of the inputs
Copy of hw0.ipynb - ColaboratoryThrough a process called "garbage collection," Python will free up that memory for later use by effectively deleting objects that can no longer be reached from our program.
Environment Model | Course Readings | 6.101 Fall 2022its preservation of capitalism, and therefore white supremacy
Biden’s Fascist Indo-Pacific – Evergreen Review”the preventive counterrevolution to the socialist transformation of society.”
Biden’s Fascist Indo-Pacific – Evergreen Reviewroots of fascism lay in the colonizer’s complicity in the violence of colonialism.
Biden’s Fascist Indo-Pacific – Evergreen ReviewEven if Biden proves to be less bloodthirsty than his predecessors, he is certain to leave the world and his own country more militarized, patrolled, and surveilled than he found it.
Biden’s Fascist Indo-Pacific – Evergreen ReviewBillions of dollars of military equipment from ground wars in Iraq and Afghanistan have cycled back into domestic police departments, along with counterinsurgency tactics tested on Palestinians and Iraqis, and fresh waves of veterans steeled in the brutal mechanics of occupation.
Biden’s Fascist Indo-Pacific – Evergreen Review. Law enforcement powers have expanded exponentially since the post-9/11 passage of the Patriot Act
Biden’s Fascist Indo-Pacific – Evergreen Reviewimperial chickens come home to roost from wherever they are sent to flock, as we saw in the raid on the Capitol
Biden’s Fascist Indo-Pacific – Evergreen ReviewBiden’s to-be-determined fortification of the Indo-Pacific will undoubtedly place people’s movements throughout the region at risk, from India’s striking farmers to South Korea’s grassroots movement to stop the installation of new US weapons systems like THAAD
Biden’s Fascist Indo-Pacific – Evergreen Reviewheavier emphasis on developing India as a “Major Defense Partner,” going as far as to name India taking a “leading role in maintaining Indian Ocean security” as a desired end goal
Biden’s Fascist Indo-Pacific – Evergreen Reviewthe concrete progression of fascism, both within the US and in all nations affected by its militarizing sweep, will be inherent in the expansion of the global US security apparatus itself.
Biden’s Fascist Indo-Pacific – Evergreen ReviewTony Blinken, Biden’s nominee for Secretary of State, has already praised Trump’s “tougher approach to China,” and long advocated the formation of an anti-China “league of democracies” composed of European and Asian countries.
Biden’s Fascist Indo-Pacific – Evergreen Reviewsupport for Jovenal Moïse’s illegal administration in Haiti
Biden’s Fascist Indo-Pacific – Evergreen Reviewa U.S. aircraft carrier group entered the South China Sea to promote “freedom of the seas.”
Biden’s Fascist Indo-Pacific – Evergreen Reviewthe start of his administration has seen a continuation of Trump’s escalation against China.
Biden’s Fascist Indo-Pacific – Evergreen ReviewSince 2018, the Center for Strategic and International Studies, a notoriously hawkish think tank whose former Senior Vice President Kathleen Hicks is now Biden’s Deputy Secretary of Defense, has advocated for the creation of a “fourth and fifth island chain” in the Indian Ocean
Biden’s Fascist Indo-Pacific – Evergreen Reviewnew military facilities from Hawaii to Palau
Biden’s Fascist Indo-Pacific – Evergreen Reviewtransnational surveillance initiative
Biden’s Fascist Indo-Pacific – Evergreen Reviewmillions of dollars for new military infrastructure in allied states
Biden’s Fascist Indo-Pacific – Evergreen Review$1.6 billion defensive ring around Guam
Biden’s Fascist Indo-Pacific – Evergreen Reviewcreated to fulfill a $20 billion wish list for countering China that INDOPACOM submitted to Congress last April,
Biden’s Fascist Indo-Pacific – Evergreen ReviewPacific Deterrence Initiative
Biden’s Fascist Indo-Pacific – Evergreen ReviewWith 400 military bases encircling China, the US is already on track for a direct or proxy war in the region which would seek to accomplish what western colonialists have long failed to achieve—the penetration of capital into the Asian hinterlands
Biden’s Fascist Indo-Pacific – Evergreen Reviewa bipartisan anti-China consensus has settled in Washington, and a new wave of global militarization has begun
Biden’s Fascist Indo-Pacific – Evergreen ReviewIn an essay published in Foreign Affairs last January titled “Why America Must Lead Again: Rescuing US Foreign Policy After Trump,” Biden emphasized the need “to fortify our collective capabilities with democratic friends beyond North America and Europe by reinvesting in our treaty alliances with Australia, Japan, and South Korea and deepening partnerships from India to Indonesia.”
Biden’s Fascist Indo-Pacific – Evergreen Reviewcomposed of soldiers, police officers, and other state enforcers whose interests were aligned with the ruling class against the masses
Biden’s Fascist Indo-Pacific – Evergreen ReviewBlack and Third World socialist revolution.
Biden’s Fascist Indo-Pacific – Evergreen Reviewthe racial wealth gap remains as cavernous today as in 1968, and domestic repression of Black and other colonized communities has only intensified with the rise of the prison industrial complex.
Biden’s Fascist Indo-Pacific – Evergreen ReviewThe Civil Rights Congress noted the shifting role of US policing in their 1951 We Charge Genocide petition before the United Nations, which asserted that killing Black people had “become police policy in the United States.”
Biden’s Fascist Indo-Pacific – Evergreen ReviewWhereas some veterans returned from war with revolutionary aspirations, others joined rapidly transforming US police forces, applying their experiences in war abroad to the “war at home
Biden’s Fascist Indo-Pacific – Evergreen Reviewand manage captive Black and Japanese American
Biden’s Fascist Indo-Pacific – Evergreen ReviewThe astronomical growth of the military was paired with a corresponding proliferation of intelligence agencies and police powers
Biden’s Fascist Indo-Pacific – Evergreen ReviewWar profits were reinvested into public works projects like the National Highway System, which integrated the west and south into a national economy and employed masses of people while simultaneously concretizing segregation for Black and other communities of color through the bulldozing and physical enclosure of neighborhoods.
Biden’s Fascist Indo-Pacific – Evergreen ReviewWar opened new markets, linked cheap labor to supply chains, created jobs, and furnished educational and home ownership opportunities for white veterans.
Biden’s Fascist Indo-Pacific – Evergreen ReviewBooming spending meant big checks for private manufacturers, many of whom found it more profitable to remain in the war business than leave it after the signing of an armistice brought fighting in Korea to a tense hold
Biden’s Fascist Indo-Pacific – Evergreen ReviewThe Korean War saw the consolidation of a more permanent military industrial complex. The defense budget tripled from its postwar lows, or even quadrupled according to some figure
Biden’s Fascist Indo-Pacific – Evergreen ReviewWWII made what was then known as the Department of War into the costliest division of the federal government
Biden’s Fascist Indo-Pacific – Evergreen ReviewMarshallese peoples were intentionally exposed to radiation in many instances to test the effects of nuclear fallout on human beings,
Biden’s Fascist Indo-Pacific – Evergreen ReviewLocal peoples living near US-administered military bases and in annexed islands still suffer from the cumulative effects of weapons testing, military accidents, and violence committed by soldiers who are often protected from local prosecution. In the Marshall Islands, US rule transformed several islands and atolls into a nuclear test site known as the Pacific Proving Grounds, where multiple bombs containing 1,000 times the force of the weapons deployed at Hiroshima and Nagasaki were tested for over a decade.
Biden’s Fascist Indo-Pacific – Evergreen Review