Bitcoin: Before you make your next trade in October, read this – AMBCrypto News

The last four months have been marked by a boring price action from the leading coin, Bitcoin [BTC], data from on-chain intelligence platform Santiment revealed. In the past few weeks, BTCs price oscillated strangely between the $19,000 price region and the psychological $20,000 price region.

Noticeably, the king coin has been increasingly less volatile in the past few weeks. Glassnode, in a recently published report, compared BTCs performance with that of the broader financial markets. It found that,

Recent weeks have seen an uncharacteristically low degree of volatility in Bitcoin prices, in stark contrast to equity, credit, and forex markets, where central bank rate hikes, inflation, and a strong US dollar continue to wreak havoc.

According to Santiment, this decline in volatility could be attributed to the lack of whale presence in the BTC market. The count of BTC whale transactions that exceed $100,000 and $1 million also declined nearly to a two-year low, data from Santiment revealed.

A persistent fall in BTCs volatility has been partly induced by the lack of whale presence in the BTC market. This aimed to signify attempts by investors to establish a bear market floor. A look at the assets supply on exchanges supported this position.

According to data from Santiment, BTCs supply on exchanges dropped by 13% in the past four months. The percentage of the coins total supply on exchanges fell from 10.10% to 8.72% between June and October.

The decline in BTCs supply on exchanges was an indication that buying pressure for the asset rallied in the period under consideration.

While this ordinarily should aid a price uptick, the downtrodden nature of the broader financial markets made it impossible for the price of BTC to rise significantly.

While the fall in BTCs supply on exchanges might have indicated a rally in buying pressure in the past four months, a look at the assets Mean Dollar Invested Age (MDIA) revealed that the BTC network was plagued by an increasing repository of dormant coins.

Data from Santiment also showed that BTCs MDIA has been on a long stretch upward in the past four months showing stagnancy on the network.

However, for the king coin to see any significant price action, a fall in MDIA is required. This will mean that previously dormant coins have started to change hands.

According to Bloomberg, October, historically, has been a good month for BTC.

The virtual currency tends to rise roughly 25% in October and has, since 2015, advanced more than 85% of the time during it.

Investors hoping for a respite may thus have something to rejoice about.

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Bitcoin: Before you make your next trade in October, read this - AMBCrypto News

Bitcoin Cash [BCH]: All you need to know before you write off this alt – AMBCrypto News

Sharing a statistically significant positive correlation with the leading coin Bitcoin [BTC], Bitcoin Cash [BCH] logged a decline in its price in the last week. According to data from the cryptocurrency analytics platform CoinMarketCap, the price per BCH coin fell by 8% in the past seven days.

Data from Santiment showed that the consistent decline in the price of the asset pointed to BCH distribution by investors.

Also, the surge in BCHs trading volume and the lack of a corresponding price rally during intraday trading hours on 13 October hinted at buyers exhaustion. As per CoinMarketCap, BCHs trading volume had rallied by 65% in the last 24 hours.

With the last seven days marked by a decline in BCHs price, buying pressure dropped in the last week on a daily chart. As a result, on 5 October, the assets Relative Strength Index (RSI) and Money Flow Index (MFI) fell below their respective neutral lines to pursue new lows.

At press time, the MFI inched toward the oversold region at 33.41. Following a similar progression, BCHs RSI rested at 41.79 at press time.

As sellers gradually overran the BCH market, a new bear cycle was initiated on 10 October. At press time, the Moving average convergence divergence (MACD) was made of red histogram bars with an intersection of the MACD line (blue) with the trend line (red) in a downtrend.

In addition, a look at the assets On-balance volume (OBV) confirmed that investors have heavily distributed BCH since 9 September. The indicator has since been on a downtrend, and the price has fallen by 15%.

While these key indicators have shown a decline in BCHs accumulation in the last week, a look at the assets Chaikin Money Flow (CMF) revealed a divergence with its price.

In the face of its falling price, BCHs CMF rested above the center line to post a positive value of 0.08. This typically represents a surge in buying pressure which usually precipitates a rally in the price of an asset.

However, as in the current market, a CMF/price divergence occurs when the price of a crypto asset trades at the oversold zone while its CMF continues to rise. This is usually taken as a buy signal, so traders looking to move against the market need to take note of this.

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Bitcoin Cash [BCH]: All you need to know before you write off this alt - AMBCrypto News

Bitcoin Primed To Go Higher, but One Ethereum-Based Altcoin Will Outperform BTC: Crypto Analyst Benjamin Cowen – The Daily Hodl

Popular crypto analyst Benjamin Cowen is bullish on one Ethereum (ETH)-based altcoin and says it may even outperform Bitcoin (BTC).

In a new interview with Altcoin Daily, Cowen lays out the case for his bullish Chainlink (LINK) sentiment.

A lot of the things I talk about on my channel right now are how Bitcoin dominance should go much higher. But while I say that there are always a few altcoins that outperform Bitcoin even when the dominance is going higher. And if history is any indication, at the end of a bear market and in the accumulation phase before the next bull market, Chainlink is a reasonable place to look.

Cowen says that the decentralized blockchain network has been integrated into many projects to enable smart contracts and secure data sharing. However, the strength of the project is not translating into a higher price due to the overall bear market conditions.

Chainlink sort of acts as a backbone for a lot of cryptocurrencies. Weve seen over the years, just how many cryptocurrency projects its integrated itself into and I would argue that it provides a very valuable service in providing real-time feeds via the blockchain.

One of the reasons why I think it hasnt done as well recently, obviously, is not necessarily because Chainlink isnt a great project its more so just because of the overall market risk and the fact that we are in fact in a bear market, but I do think the fundamentals of Chainlink shine through a bit better in the bear market than they sometimes do in the bull market.

He says in the coming months he is looking to see how well LINKs price will hold up if there is a continued downturn in the markets driven by the US raising interest rates.

One of the things Im looking for is how well does LINK hold up if we do get some more fear closer to the end of the year with the Fed continuing to raise interest rates and how does it hold up against Bitcoin.

He says that LINK, currently trading hands for $7.04 at time of writing, is undervalued in its current price against BTC. At time of writing, LINK is valued at 0.0003620 BTC.

I

Featured Image: Shutterstock/Salamahin/Viktoriia Bondarenko

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Bitcoin Primed To Go Higher, but One Ethereum-Based Altcoin Will Outperform BTC: Crypto Analyst Benjamin Cowen - The Daily Hodl

New hashprice-based derivatives instrument gives Bitcoin miners another way to hedge – Cointelegraph

Hedging against downside has always been a challenge for Bitcoin BTC miners, and the current bear market is a perfect example of how energy prices and crypto market volatility can negatively impact miners profit margins and their ability to stay solvent.

Oftentimes, institutional and retail traders use BTC-, stablecoin- and U.S. dollar-settled derivatives (options and futures contracts) to create hedging strategies that mitigate downside in Bitcoin price, and now an instrument specific to Bitcoin mining is available to miners.

The Oct. 10 launch of Luxor Hashprice NDF, a non-deliverable forward contract, will allow miners to hedge their exposure to Bitcoin price and the energy costs associated with mining.

According to Luxor Technologies, hashprice is the revenue BTC miners earn per unit of hash rate, which is the total computational power deployed by miners processing transactions on a proof-of-work network.

The over-the-counter derivatives contracts are settled using Luxors Bitcoin Hashprice Index, and investors can choose to settle in dollar-pegged stablecoins, dollars or BTC. A primary benefit of the instrument is that contract sellers can lock in Bitcoin mining revenue, while contract buyers can tap into the upside potential of Bitcoin mining without the need for physical exposure.

Related: Will the Bitcoin mining industry collapse? Analysts explain why crisis is really opportunity

According to Luxor co-founder and CEO Nick Hansen:

The views and opinions expressed here are solely those of the author and do not necessarily reflect the views of Cointelegraph.com. Every investment and trading move involves risk, you should conduct your own research when making a decision.

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New hashprice-based derivatives instrument gives Bitcoin miners another way to hedge - Cointelegraph

Julian Assanges supporters call on Australian government to provide update on talks with US – The Guardian

Julian Assanges supporters have called on the Australian government to reveal whether it is making progress in talks with the US to secure the release of the WikiLeaks co-founder as he fights his extradition from the UK.

The request comes after the attorney general, Mark Dreyfus, said the case against the Australian citizen had gone on long enough but cited private talks with the Biden administration as a reason for not commenting further.

Assange remains in Belmarsh prison in London as he fights a US attempt to extradite him to face charges in connection with the publication of hundreds of thousands of leaked documents about the Afghanistan and Iraq wars as well as diplomatic cables.

Greg Barns SC, a legal adviser to the Australian Assange campaign, said he was heartened by Dreyfuss comments but believed it was time for the Australian government to give the public a broad update on any progress.

Barns said the longer the government went without giving an update, the more Assanges supporters would feel as though theyre treading water, and that the government is treading water.

Were not asking for chapter and verse, were not asking for cables, were not asking for emails or briefing notes or memos, Barns said.

Were simply saying it would be very useful to the great many Assange supporters in Australia and to his family for there to be some update on the part of the Australian government about progress thats being made.

Barns said he did not doubt the prime minister, Anthony Albanese, was sincere in wanting the matter brought to a close, given that the Labor leader had been consistent in his stance on the Assange case for a long period of time.

But Barns implored the government to take heed of Assanges declining physical and mental health. Assanges wife, Stella Assange, has said he is in isolation in his jail cell after testing positive to Covid on Saturday.

This is a prisoner in a maximum security prison with a weakened health system whos now got Covid, Barns said. That should be alarming to any Australian government.

Dreyfus addressed the National Press Club in Canberra on Wednesday and was asked whether the pursuit of the Assange was in the public interest.

Mr Assanges case has gone on long enough, Dreyfus replied.

The prime minister has said this. The foreign minister has said this. Ive said this.

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I will say it again: it has gone on long enough. But were not going to conduct our representations to the government of the United States in public.

Dreyfus added: Ill say no more about that.

The US embassy in Canberra declined to respond to Dreyfuss remarks on Wednesday, referring the matter to the US Department of Justice, which was also contacted for comment.

The White House has previously told reporters the Assange matter was an ongoing criminal case and the president, Joe Biden, was committed to an independent Department of Justice.

Press freedom advocates and human rights groups argue the prosecution of Assange under the US Espionage Act sets a dangerous precedent.

The whistleblower prosecuted 50 years ago for releasing the Pentagon Papers about the Vietnam war, Daniel Ellsberg, has said the extradition would mean that journalists, anywhere in the world, could be extradited to the US for exposing information classified in the US.

Assanges father, John Shipton, and brother, Gabriel Shipton, raised concerns in August that there had been little progress made since the Australian election in May. They said Albanese should make the issue non-negotiable with the US.

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Julian Assanges supporters call on Australian government to provide update on talks with US - The Guardian

The call heard around the world: Free Julian Assange Now! – Peoples Dispatch

Protestors form human chain to surround the UK Parliament in London Photo: Wikileaks/Twitter

On Saturday, October 8, thousands of people in the UK gathered for a massive act of solidarity with political prisoner and WikiLeaks founder Julian Assange. Protestors formed a human chain around the Parliament in London to demand that the government cancel Assanges looming extradition to the US, and for him to finally be freed.

Stella Morris, Assanges partner, told The Independent that the action had been organized because Parliament was the seat of democracy and that Assange represented democracy at its strongest government accountability and democratic movementIt is to remind people that this is a political case, and his imprisonment is politically motivated.

Morris added that it had been energizing for Assange to know that he had support. It gives him huge moral support to know that people havent forgotten him, rather that they are waking up to the enormous injustice this is, she said.

Labour Party MP Jeremy Corbyn, who was a part of the human chain, stated that in making exposing the truth his lifes work Assange had taken enormous risks and made enormous sacrifices and faced horrible personal abuse and attacks, but there are millions of people all over the world who support you, and today we are just some of those.

Assange has been imprisoned at the high security Belmarsh prison for over three years, amid rising concerns regarding his physical and mental health. Following a protracted legal battle marred by revelations of severe procedural violations, his extradition to the US was approved by former Home Secretary Priti Patel in June.

The US has imposed 18 charges against Assange, including 17 counts under the Espionage Act, in relation to confidential documents published by WikiLeaks which exposed the war crimes and other atrocities committed by the US and its allies during the invasions of Afghanistan and Iraq. If convicted, he could face up to 175 years in prison.

As Assanges legal team is in the process of appealing the Home Secretarys decision, the fight for his release has been upheld by steadfast solidarity from across the world.

We are alert and in struggle for the freedom of Julian Assange, in defense of the truth, and against imperialism! declared the International Peoples Assembly, a collective of over 200 progressive organizations, movements, and parties. The IPA organized a day of international mobilizations on October 7 and an online campaign on October 8 to demand Assanges release.

Carlos Ron of the Instituto Simn Bolvar in Venezuela said, The work done by WikiLeaks has been a contribution to the defense of our peoples, to the defense of our sovereignty Because of the information to which we had access we have been able to demonstrate the attack of imperialism towards our countries and the attempt to violate popular sovereignty.

We are together with his [Assanges] cause, and we will continue to fight until he is free.

On October 7, popular movements held a protest outside the UK consulate in Rio De Janeiro demanding Assanges release. Activists bore pamphlets, flags, and yellow ribbons and carried a petition with over 70 signatures from other supporters from Brazil. However, they were barred from delivering the document.

Actions were also held outside the consulates in the Pinheiros region of So Paulo and in Belo Horizonte in the state of Minas Gerais. They were supported by organizations, including the National Federation of Journalists (FENAJ), the Popular Brazil Movement, and Professional Journalists Association.

The alleged crime committed by Assange is that of being a good investigative journalist who revealed the truth about the imperialist government and the US war machine, said IPA member Giovani del Prete.

Activists raised slogans in solidarity with Assange outside the UK embassy in Rabat, Morocco, and handed over a letter in protest of his extradition.

We demand that Julian Assange not be handed over to US imperialism and we stand together for his release, stated Abdallah Elharif of the progressive Workers Democratic Way Party in Morocco and a member of the IPA.

We call on all anti-imperialist forces, the peoples media, all living consciences, and all the free men and women of the world to engage in the movement against this operation. In order to achieve that, we demand [people] to take all possible struggle steps, he added.

The imprisonment and attacks against Julian Assange are attacks on the right to free speech, stated US-based activist Claudia de La Cruz. Julian Assange revealed the way in which the CIA and the instruments of imperialism function to intervene politically to achieve domination, to be able to extract, to be able to oppress and exploit not only outside the US but also inside.

So [in] defending Julian Assanges right to be free, we defend our right for freedom.

Coinciding with the action held in London, activists held a rally outside the Department of Justice in the US capital of Washington DC on October 8.

Actions have reportedly also been planned in other areas including Denver, Minneapolis, San Francisco, and Seattle.

The Union of Croatian Journalists (SNH) organized an action to demand freedom for Assange in Zagreb on October 7.

Today its Assange, tomorrow any of us. This is an attack on the foundations of journalism, this is an attack on freedom of expression, and the right to truth, the Union stated.

Dozens of activists also held a protest outside the UK embassy in Bratislava, Slovakia on October 7 to demand that Assange be released.

Photo via Facebook

Julian Assange is a publisher, a political prisoner, and a prisoner of conscience. His only crime is publishing evidence of war crimes and human rights violations by the US military and the corruption of the powerful, stated the Institute of Human Rights (ILP), an organization which has long called for Assanges freedom, and which organized the protest.

More than 16,000 people in Slovakia have signed a petition by the ILP calling for his release.

Thousands of people held a march in the city of Melbourne on October 8, and formed a human chain across the Southbank bridge. Protesters called on the Australian government to take action.

Assanges brother, Gabriel Shipton, told the AFP news agency that, The Prime Ministers [Anthony Albanese] statements before the election enough is enough, he doesnt see what purpose is served by Julian being kept in prison those were seen as a commitment.

However, It has been so many days of this government and Julian is still rotting in prison. Shipton urged the Prime Minister to reach out to US President Joe Biden directly.

A protest was also held outside the British High Commission in Canberra.

Several additional rallies and events were scheduled across the world on October 8 as part of a day of action in solidarity with Julian Assange, including gatherings by the Assange Support Committee in France and by activists in Wellington, New Zealand. Actions were also organized in Johannesburg, South Africa and in Accra in Ghana.

In a letter addressed to the US government, the National Syndicate of Tunisian Journalists (SNJT) called for Assanges release, stating that he had been singled out by the US in what looks like persecution.

The extradition of Mr. Assange would create a grave threat to press freedom in the US and around the world The scope and reach of the US Department of Justice charges mean that every journalist, everywhere, is vulnerable to extradition to the US for reporting the truth, the letter said.

Enough is enough. It is time for this assault on press freedom to end. The prosecution of this individual criminalizes and chills public interest journalism.

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The call heard around the world: Free Julian Assange Now! - Peoples Dispatch

Fake justice from the puppet-masters: The persecution of Julian Assange – Salon

WASHINGTON Merrick Garland and those who work in the Department of Justice are the puppets, not the puppet masters. They are the faade, the fiction, that the longstanding persecutionof Julian Assange has something to do with justice. Like the High Court in London, they carry out an elaborate judicial pantomime. They debate arcane legal nuances to distract from the Dickensian farce where a man who has not committed a crime, who is not a U.S. citizen, can be extradited under the Espionage Act and sentenced to life in prison for the most courageous and consequential journalism of our generation.

The engine driving the lynching of Julian is not here on Pennsylvania Avenue. It is in Langley, Virginia, located at a complex we will never be allowed to surround: the Central Intelligence Agency. It is driven by a secretive inner state, one where we do not count in the mad pursuit of empire and ruthless exploitation. Because the machine of this modern leviathan was exposed by Julian and WikiLeaks, the machine demands revenge.

The United States has undergone a corporate coup-d'tat in slow motion. It is no longer a functioning democracy. The real centers of power, in the corporate, military and national security sectors, were humiliated and embarrassed by WikiLeaks. Their war crimes, lies, conspiracies to crush the democratic aspirations of the vulnerable and the poor, and rampant corruption, here and around the globe, were laid bare in troves of leaked documents.

We cannot fight on behalf of Julian unless we are clear about whom we are fighting against. It is far worse than a corrupt judiciary. The global billionaire class, who have orchestrated a social inequality rivaled by pharaonic Egypt, has internally seized all the levers of power and made us the most spied upon, monitored, watched and photographed population in human history. When the government watches you 24 hours a day, you cannot use the word liberty. This is the relationship between a master and a slave. Julian was long a target, of course, but when WikiLeaks published the documents known as Vault 7, which exposed the hacking tools the CIA uses to monitor our phones, televisions and even cars, he and journalism itself was condemned to crucifixion. The object is to shut down any investigations into the inner workings of power that might hold the ruling class accountable for its crimes, eradicate public opinion and replace it with the cant fed to the mob.

I spent two decades as a foreign correspondent on the outer reaches of empire in Latin America, Africa, the Middle East and the Balkans. I am acutely aware of the savagery of empire, how the brutal tools of repression are first tested on those Frantz Fanoncalled"the wretched of the earth." Wholesale surveillance. Torture. Coups. Black sites. Black propaganda. Militarized police. Militarized drones. Assassinations. Wars. Once perfected on people of color overseas, these tools migrate back to the homeland. By hollowing out our country from the inside through deindustrialization, austerity, deregulation, wage stagnation, the abolition of unions, massive expenditures on war and intelligence, a refusal to address the climate emergency and a virtual tax boycott for the richest individuals and corporations, these predators intend to keep us in bondage, victims of a corporate neo-feudalism. And they have perfected their instruments of Orwellian control. The tyranny imposed on others is imposed on us.

I am acutely aware of the savagery of empire, how the brutal tools of repression are first tested on those Frantz Fanoncalled"the wretched of the earth" and then migrate back to the homeland.

From its inception, the CIA carried out assassinations, coups, torture and illegal spying and abuse, including that of U.S. citizens, activities exposed in 1975 by the Church Committee hearings in the Senate and the Pike Committee hearings in the House. All these crimes, especially after the attacks of 9/11, have returned with a vengeance. The CIA is a rogue and unaccountable paramilitary organization with its own armed units and drone program, death squads and a vast archipelago of global black sites where kidnapped victims are tortured and disappeared.

The U.S.allocatesa secret black budget of about $50 billion a year to hide multiple types of clandestine projects carried out by the National Security Agency, the CIA and other intelligence agencies, usually beyond the scrutiny of Congress. The CIA has a well-oiled apparatus to kidnap, torture and assassinate targets around the globe, which is why, since it had alreadyset upa system of 24-hour videosurveillanceof Julian in the Ecuadorian embassy in London, it quite naturallydiscussedkidnapping and assassinating him. That is its business.Sen. Frank Church after examining the heavily redacted CIA documents released to his committee definedthe CIA's "covert activity" as "a semantic disguise for murder, coercion, blackmail, bribery, the spreading of lies and consorting with known torturers and international terrorists."

All despotisms mask state persecution with sham court proceedings. The show trials and troikas in Stalin's Soviet Union. The raving Nazi judges in fascist Germany. The Denunciation rallies in Mao's China. State crime is cloaked in a faux legality, a judicial farce.

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If Julian is extradited and sentenced and, given the Lubyanka-like proclivities of the Eastern District of Virginia, this is a near certainty it means that those of us who have published classified material, as I did when I worked for the New York Times, will become criminals. It means that an iron curtain will be pulled down to mask abuses of power. It means that the state, which, through Special Administrative Measures, or SAMs, anti-terrorism laws and the Espionage Act that have created our homegrown version of Stalin's Article 58, can imprison anyone anywhere in the world who dares commit the crime of telling the truth.

We are here to fight for Julian. But we are also here to fight against powerful subterranean forces that, in demanding Julian's extradition and life imprisonment, have declared war on journalism.

We are here to fight for Julian. But we are also here to fight for the restoration of the rule of law and democracy.

We are here to fight for Julian. But we are also here to dismantle the wholesale Stasi-like state surveillance erected across the West.

We are here to fight for Julian. But we are also here to overthrow and let me repeat that word for the benefit of those in the FBI and Homeland Security who have come here to monitor us overthrowthe corporate state and create a government of the people, by the people and for the people, that will cherish, rather than persecute, the best among us.

You can see my interview with Julian's father, John Shipton,here.

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about the case against Julian Assange

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Fake justice from the puppet-masters: The persecution of Julian Assange - Salon

Its horrible: Lawyer Jen Robinson on the toughest part of working for Assange – Sydney Morning Herald

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Wrapped in a camel coat against the autumn chill, a small, determined figure walks across a concrete plaza and disappears through a set of imposing glass security doors. Its a bright September day in The Hague, and Australian human rights lawyer Jennifer Robinson has come to the seat of government in the Netherlands to deliver a complaint to the International Criminal Courts (ICC) Office of the Prosecutor.

The complaint refers to the killing of Al Jazeera journalist Shireen Abu Akleh, who was shot in the head on May 11 while covering an Israeli raid in Jenin on the West Bank. Its alleged she was killed by a bullet fired by an Israeli sniper, and Robinsons filing is part of a bigger case in which it is argued that Israeli security forces have systematically targeted Palestinian journalists in violation of international humanitarian law.

Outside the court, Nasser Abu Bakr, president of the Palestinian Journalists Syndicate, tells me about Robinsons advocacy. When we talked about bringing these cases to the ICC, some people said, This is bullshit; it is a dream for you, he says. Today this dream is a fact because of the great support Jen gave us. In four months, she knew every single bone of our case. The dead journalists brother Anton stands beside Abu Bakr, his face a mask of deep sadness: This is what Jennifer is doing giving my family hope, he tells me.

The day prior to her appearance at the ICC, 41-year-old Robinson had been in Geneva to address the UN Human Rights Council on the arbitrary detention of journalists in Hong Kong. Two days later, she was back there to address the UNs working group on enforced and involuntary disappearances on behalf of Noel Zihabamwe, an Australian citizen from Rwanda whose two brothers disappeared after being abducted by Rwandan police in 2019.

If life was giving you a hard time, youd want Jennifer Robinson on your side. She held actor Amber Heards hand outside court during Johnny Depps 2020 libel case against Britains The Sun newspaper, and sat beside Heard in a black cab as a crowd pressed at the windows, screaming abuse. Heard has called Robinson the smartest person in the room and the most treasured asset in my life.

Robinson with Anton Abu Akleh, brother of Al Jazeera journalist Shireen Abu Akleh, and colleague Tatyana Eatwell at the ICC.Credit:Courtesy of Jennifer Robinson

Robinson has been Julian Assanges go-to legal adviser and constant support since 2010, when he released 250,000 secret US diplomatic cables, causing a global furore. These days, the WikiLeaks founder remains in a high-security jail, awaiting the outcome of a final appeal against a US extradition request to face espionage charges.

She has represented exiled West Papuan leader Benny Wenda for 20 years, standing by his side at podiums around the world advocating for his homelands independence from Indonesia. And when British Asian off-spin bowler Azeem Rafiq found himself overwhelmed by the struggle to prove claims of racism against his former team, Yorkshire County Cricket Club, he called Robinson.

Rafiq eventually got a six-figure payout from the club, which was followed with a 25 million (about $44 million) pledge from the England and Wales Cricket Board to tackle racism throughout the game. After five minutes on the phone with Jen, I knew I would be able to sleep that night, he says. Her humanity and grace is something I will treasure all my life.

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This, then, is the country girl who grew up in Berry on the NSW South Coast, went to the local public school, Bomaderry High, and admits to experiencing imposter syndrome in the early years of her career. Much like the protagonist in Suzie Millers play Prima Facie still wowing audiences in digital screenings of live performances around the UK Robinsons family had little money and no connections to law, and she worked three jobs to get through her undergraduate law degree at Australian National University (ANU).

Imposter syndrome is not just in your head, its real, she tells me. Its about gender and class, and there are real, structural reasons why people from backgrounds like mine feel out of place.

Were talking over green tea at the ancient Randolph Hotel in the English university city of Oxford. Robinson came here on a Rhodes Scholarship in 2006. Shed warned ahead of our meeting, youll spot my surf hair and indeed, her usually smooth blonde bob is having an unruly moment. Dressed in jeans and sneakers, shes come here from The Wave, an artificial surf pool near Bristol. Id been longing to try it, she says, her beaming face free of make-up.

The eldest of six children two of whom her father had with his second wife her mother was a teacher, and Jennifer could read and write before she went to school. I got my commitment to education from Mum and a commitment to excellence from my dad, she says. His motto is, You can always do better.

Terry Robinson had followed his father, legendary horse trainer Kevin, into racing. When we still had trotters, hed pick me up from school in the horse truck on a Friday and wed drive up to Sydneys Harold Park. Id strap the horse for him, watch him race, then wed go back. Hed have three hours sleep before riding beach trackwork. He still does it at 67.

She pulls out her phone to show me a photo of horses galloping on Seven Mile Beach, near Berry, in the glow of sunrise. Its my favourite sound in the world: the rhythm of horses hooves on the sand and the surf in the background.

Robinson with father Terry in 2011. I got my commitment to education from my mother, and a commitment to excellence from my dad. Credit:Adam Wright

We walk across the road to the Oxford college where, as a Rhodes scholar, Robinson took civil law and a masters in international public law. Balliol is one of the dreamiest of dreaming spires and an elite one, in the upper reaches of the academic tables. Its also known as progressive and lefty, she says, though Boris Johnson was here, so probably not a good example.

In Australia, people always ask where you went to school here they ask, Oxford or Cambridge? And then, Which college? When I say Balliol, theyre thinking, Ooh, interesting, an Australian. Theyre confused and trying to place you.

Then he said, In the 1970s we let women in, so look around you, fellows, you could be sitting next to your future wife. I thought, What are we, marriage fodder?

We enter the lofty dining hall, where oil portraits of robed men are interspersed with group photographs of female alumnae. Those are new, says Robinson of the photos. When I was here there were none, only old white men. At my coming-up dinner in 2006, the vice-regent talked about all the famous Balliol men: Nobel Prize winners, prime ministers, the crme de la crme. Then he said, In the 1970s we let women in, so look around you, fellows, you could be sitting next to your future wife. I thought, What are we, marriage fodder?

Even so, she loved her time here. It was so beautiful and such a massive privilege, she says. We had world leaders passing through, a concentration of intellect. And I had a wonderful group of friends, the brightest kids from around the world.

She admits later that she suffered depression during her studies and took a term off to go home. It was partly the pressure. I didnt know how I would live up to being a scholar. Before I came, someone wise told me, Oxford will be the best and the worst time of your life. I didnt understand that until I got here.

Robinson welcoming West Papuan freedom fighter Benny Wenda, wife Maria and their first child to London in 2003. Credit:Courtesy of Jennifer Robinson

By the time Robinson was at Oxford, Benny Wenda, his wife Maria and their first child were safely in the UK, thanks in large part to the Balliol scholar, who would successfully deal with their asylum requests and citizenship applications. Robinson had met Wenda in Indonesia in 2002 as part of her ANU studies. He was in jail after being arrested for leading an independence rally and shed come across him shackled in a courtroom.

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She takes me to meet the Wendas at their home in Oxford, where shes seen their six children grow up. Theres laughter as they recall the day in 2007 when Maria asked Robinson if she could look after the children because she had to go out. Benny had been unable to help hed had surgery on his leg, broken in a bombing raid by Indonesia when he was young, and couldnt walk.

Maria had never asked me to help before, says Robinson. It turned out she was in labour and I didnt even know she was pregnant! Robinson moved in for a term: I would take the kids to school, then get on my bike and go to classes, then come back for tea and bath time. Maria nods: She just came in like an angel!

Robinson continues to work pro bono for Wenda and his push for West Papuas right to self-determination, a 60-year struggle. People say to me, Why do you go on? she says. It will never happen. But there is a concentrated, international legal effort. It is expensive, so we have to fundraise. She gave a TEDxSydney address, Courage is Contagious, in 2013. That produced a lot of support.

While still at Balliol, Robinson was approached by another Australian lawyer whod been a Rhodes scholar, Geoffrey Robertson, to help him with research. It included travelling the world interviewing survivors of the 1988 prisons massacre in Iran thousands of political prisoners were thought to have been summarily executed and advising Mauritius on media law reform.

I spent [so much] time at Oxford doing pro bono work on human rights cases and working for Geoff that my academic supervisor said I should just crack on with being a lawyer because I was clearly more interested in case work than academic research, she says. They continued working together after she joined London solicitors Finers Stephens Innocent, including collaborating on a case against the Catholic Church over child sex abuse.

In 2010, when a major WikiLeaks exposure of Americas military secrets emerged, the pair agreed that their fellow Australian Julian Assange might soon need their help. They were right, though not for the reasons they expected. In September that year, after Assange was accused of sexually assaulting two women in Sweden (which he denied), he contacted Robertsons Doughty Street Chambers. Two months later, WikiLeaks released the first batch of 250,000 classified US diplomatic cables, leading to global headlines.

Robinson with Julian Assange, centre, after he was granted bail in 2010, and Geoffrey Robertson, second from right.Credit:Getty Images

From then on, Robinson would be in constant touch with Assange, during his stay in rural East Anglia on bail and in 2012, when he claimed asylum at Londons Ecuadorian embassy to avoid the threat of extradition to Sweden. When asked by journalists how her feminist principles sat with defending a client accused of rape, she always gave the same answer: Everyone deserves a defence.

Robertsons Doughty Street colleague Helena Kennedy interviewed Assange with Robinson while he was on bail. Assange is a very difficult man, she tells me, and there eventually came a period when people in his inner team were peeling away from him. He had a serious falling-out with Mark Stephens, the senior lawyer with whom Robinson was working. At that moment, she could have easily decided that her future lay with being nice to her superior and casting Assange adrift, but she didnt do that. She behaved in an honourable way and also this is one of her many skills managed to keep her friendship with Mark.

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Assange remained in the embassy for seven years, convinced that the Swedish case was a pretext for his eventual extradition to the US. He received regular visits from Robinson and a stream of high-profile supporters, including Lady Gaga. In May 2017, Swedens director of public prosecutions dropped the assault case, but a year later Assange was arrested inside Ecuadors embassy on a charge of breaching bail. He was convicted and sent to Belmarsh Prison. His initial sentence was for 50 weeks, but he has been imprisoned there for three-and-a-half years while extradition proceedings continue. His fellow inmates include serial rapists and murderers.

Outside the monstrous grey walls of Belmarsh, trees are hung with tattered yellow ribbons bearing the message Free Julian Assange. I wait in the Belmarsh visitors centre for Robinson, who is inside meeting Assange. She emerges, a slight figure in a red dress among a bunch of dark-suited lawyers who, like her, have been visiting clients. We queue up, she explains. I walk past the legal meeting rooms containing people convicted of heinous crimes, and then there is Julian, winner of the Sydney Peace Prize and a Walkley award for outstanding journalism, with his copies of The Economist and the London Review of Books.

On each visit she takes him a KitKat, a tangerine and a coffee, and reports on progress and setbacks. He told me he hadnt seen his family for six months, she says. [Assange, now 51, has two sons with his wife, Stella Moris.] Then, when they came, he wasnt allowed to touch his children. Theyre stealing his life. He has a terrible depressive illness how could you not?

Robinson, pictured with Assange in 2011, calls the Australian governments lack of action to free him a shame on our country.Credit:Getty Images

Does she get upset when she cant bring him any comfort? Its horrible. We are both Australians I feel awful telling him about bushwalks and going to the beach, things he really misses but still wants to hear about. Its heartbreaking. Could his own country protect him? Absolutely Australia could be negotiating with the US about this. [Prime Minister] Anthony Albanese made positive statements in opposition saying it was time for it to end so we hope there will be a change now. It requires political action from the Australian government. Its a shame on our country.

She calls a taxi. Waiting for its arrival, we sit on a bench in the warm London sunshine, and chat. It seems shes spent more time in Australia of late, I say, in part thanks to the pandemic.

Its horrible. We are both Australians I feel awful telling him about bushwalks and going to the beach, things he really misses but still wants to hear about. Its heartbreaking.

She nods. Ive loved being at home! Julians case came so early in my career and was so compelling and so unjust it kept me here in England that and the work that spun from it. But now, in this remotely connected world, Ive done court hearings from Smiths Beach [in Western Australias Margaret River]. That was not a possibility pre-COVID and now it is entirely possible to split my time between the UK and Australia. I can work on cases of international significance and still spend time with my family.

With some trepidation, because shes always refused to talk about her personal life, I remark that everyone seems to know she spent months of lockdown in WA. I had the privilege of spending time in WA, she says evenly, living at Smiths Beach during lockdown, and travelled around in a 60s caravan spending time in Esperance and Exmouth and Denmark, staying in caravan parks and surfing. It was such freedom, like reconnecting with childhood holidays.

I let that one go through to the keeper, then later she emails me to confirm: I dont speak about my private life.

Robinson with Keina Yoshida, her co-author on the book How Many More Women?. Credit: Kate Peters

Robinson turned 40 during the pandemic; lockdown gave her time to write a book, How Many More Women?, which is out next week. Over a year, she and her co-author, fellow human rights lawyer and former Doughty Street Chambers colleague Keina Yoshida, listened via Zoom to stories from survivors of sexual assault, the journalists who wrote about them and feminist activists around the world. They heard story after shocking story about how defamation and privacy law is wielded by rich and powerful men to silence women who speak out and about how those women, even when their claims are vindicated, are further abused by vicious online trolling.

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Robinson says the idea for the book had been brewing for some time. Id observed defamation cases being filed, she says, watched the backlash to #MeToo youd be amazed how much goes on that never breaks the surface, that is resolved confidentially and never makes it to court. The result is often that the women are prevented from ever telling their story.

I could defend these cases to the end of my career, but the needle on the dial wouldnt shift. We need a bigger conversation and telling a story is an entry to empathy: those women we talked to had such resilience, I wish we could get them all in a room together.

Johnny Depp lost his 2020 defamation case against The Sun because the judge believed his ex-wifes account of the abuse she suffered at his hands. That didnt stop Depps supporters attacking Heard and the lawyer standing beside her. I had never faced anything like it before, writes Robinson, the trolling was relentless. Everything from my ethics and professionalism to my appearance and my personal relationship history was attacked. Trolls vowed to ruin me and make sure I never worked again because[We] had proven Depp was a wife-beater. (In a separate trial in the US this year, a jury found that Heard had defamed Depp in describing herself as a victim of domestic abuse in an 2018 opinion essay for The Washington Post.)

With Amber Heard in 2020. Both women faced relentless trolling during the defamation case filed by Johnny Depp.Credit:Getty Images

When it came to writing the book, Robinson was in WA, Yoshida in Madrid, ready to go: We did most of the interviews together, Yoshida tells me, and we talked almost every day. I would often be walking in the Retiro, Jen would be on the beach and I could hear the sea breaking in the background as we discussed the stories.

One of the most egregious of them concerns a young Japanese journalist, Shiori Ito. In 2015, Ito met up with Noriyuki Yamaguchi, a well-connected media boss in Tokyo, to discuss a job opportunity. Five days later, she walked into a police station to allege shed been raped in a hotel room by Yamaguchi while she was unconscious. She was eventually told there was not enough evidence for a prosecution.

In 2017, she went public, calling on police to reopen the investigation and bringing attention to the ways in which Japans criminal justice system was failing. A public backlash followed, during which Ito was accused of political motivation (Yamaguchi was close friends with the then prime minister, Shinzo Abe). At the same time, Yamaguchi filed a defamation claim against her. Ito countersued, arguing it was defamatory for him to allege she was making up the accusation. She produced CCTV footage that showed him carrying her, evidently unconscious, into the hotel.

Japanese journalist Shiori Ito went public when the investigation into her sexual assault was dropped.Credit:Getty Images

In 2019, Ito won damages in her civil suit, with the court dismissing his 130 million (about $1.4 million) claim against her. The court found she had been forced to have sex without contraception, while in a state of unconsciousness and severe inebriation. The countrys supreme court dismissed Yamaguchis appeal and awarded Ito 3.3 million (about $35,000) in damages, and partially recognised defamation by Ito, awarding Yamaguchi 550,000 (about $6000).

The trolling Ito receives is so bad that she has a team of checkers to go through her social media for her. She has successfully sued critics and tweeters for libel, and is campaigning to make the internet a safer space and to reform Japans sexual offences laws.

This sounds exhausting, I say to Robinson. She nods. But its important to grapple with these issues. There are women organising, campaigning, litigating and fighting back. We want their stories to inspire more women to see they arent alone, that they have options and that legal change is possible.

Robinson and her grandmother joined Australias March4Justice in early 2021, where Cracknell grumbled, I cant believe Im still protesting about this shit.

The book was in part inspired by her maternal grandmother, Philipa Cracknell, now 85, who ran womens refuges in Sydney in the 1980s. I remember the rule, says Robinson. Never, never answer the front door. That was because violent men would be trying to find the women and children. Weve been talking recently and Ive learnt so much about her own experience of abuse before she left my grandfather, and how that motivated her to help women, how she trained police in responding to domestic violence. I said, At what point in my legal career did you not think to tell me? She said, You didnt ask.

Robinson and her grandmother joined Australias March4Justice in early 2021, where Cracknell grumbled, I cant believe Im still protesting about this shit.

We took my little sister Matilda with us, recalls Robinson. Shes 13, and I remember the look on her face when women were asked to put up their hands if they were a survivor. My grandmother put up her hand, but so did most of the women there. It was as if Matilda clocked it just there, a dawning realisation. It was a powerful moment.

Robinson with sister Matilda and gran Philipa Cracknell, a survivor of abuse, at 2021s March4Justice.Credit:Courtesy of Jennifer Robinson

The journey from the badlands of Belmarsh takes an age but finally the cab pulls up outside the tall Georgian faade of 54 Doughty Street, the chambers founded in 1990 for the protection of civil liberties, and Robinsons workplace since she qualified for the English bar in 2016. Doughty Street lawyers are the rock stars of the human rights scene and, in retrospect, it was inevitable that Robinson would join them. But before she did, along with her great friend Amal Clooney, she made what seemed to some a sideways, if not backwards, move.

Celebrating Assanges 40th birthday in 2011, she got talking to a man who turned out to be a philanthropist with deep pockets. He said, There should be more lawyers like you in the world, and I said, Let me tell you why there arent. And I went on a rant about uni debt, educational privilege, access to networks and mentors. At the end he said, I need a global legal champion and I think youre going to be it. Come and see me next week.

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Goodness, I say, its a fairy story. It is, she replies, though lots of people said it was bonkers to step off the path I was on. But I was leaving my law firm anyway, and I thought, Why be one human rights lawyer when I could create opportunities for many?

In 2011, Robinson became director of legal advocacy at the Bertha Foundation, a South Africa-based social justice organisation founded by the philanthropist shed met that night, Tony Tabatznik. We supported the case against stop-and-frisk litigation [in New York] and that racist law was overturned, Robinson tells me. We funded litigation against the CIAs drone strikes in Pakistan. I made decisions about where to put money, which cases and campaigns to support.

By the time she began her pupillage at Doughty Street, says her mentor Helena Kennedy, Robinson was thoroughly versed in international human rights. Jen is a very clever, capable lawyer and enormously hardworking. She is also very bonny and that can mean having to work even harder to persuade people youre a serious person, that you can be both smart and gorgeous. Sometimes she knew men would be assessing her on her looks rather than her acumen.

Theres often a leeriness about women pushing to do the demanding cases, but no one thinks anything of men being ambitious.

Shes ambitious, and thats another thing: theres often a leeriness about women pushing to do the demanding cases, but no one thinks anything of men being ambitious.

Robinson is on the board of the Grata Fund in Australia, a not-for-profit doing similar work to the Bertha Foundation. Its founding director, Isabelle Reinecke, says, We needed an A-team of heavy-hitters and, with herinternational profile, Jen was an obvious choice.

The two met at Bambini Trust restaurant, a haunt for Sydney lawyers. She ordered champagne and said, Now tell me everything.She got it right away and said, Im in 100 per cent. She comes to board meetings after shes been for a surf and is the least puffed-up person in the room.

Robinson seems to be getting her feet into the sand in Australia pretty thoroughly. She does not practise as a barrister in Australia but takes on international cases through her London chambers: I am committing part of my practice to climate change issues and part to First Nations justice.

On behalf of Vanuatu, she is referring developed countries to the International Court of Justice on the basis that theyre not committing enough to the reduction of global warming. It raises fundamental existential questions, she says. These island countries have contributed so little to climate change and suffer so much.

Shes also working on the case of David Dungay, the 26-year-old Dunghutti man who died in custody in Sydneys Long Bay jail in 2015 after being held down by guards. He is Australias George Floyd. Ive taken a UN Human Rights Committee case on behalf of his mother Leetona Dungay against Australia for failure to prosecute prison officers responsible for Aboriginal deaths in custody.

I am committing part of my practice to climate change issues and part to First Nations justice, says Robinson, who is working on several cases closer to home.Credit:John Davis

She would like to know more about First Nations history. For example, my dads horse farm is known as Mount Coolangatta, she says. That mountain [across the road] was the centre of our lives, you could always see it from wherever you were, but I didnt know it was actually called Cullunghutti and is a sacred place. There was a building near my school which Id driven past a thousand times but had no idea what it was. I now know that it was a residential home where children of the Stolen Generations were brought. Why were we not taught these things? Why was this not part of the conversation?

Shes working on re-educating herself, sitting down with land council leaders, and last year teamed up with RebLaw, a group of young lawyers working on First Nations advocacy around the Uluru Statement from the Heart.

Three years ago, Professional Footballers Australia asked Robinson to assist in preparing a claim against FIFA for equal prize money for women players in the world cup. The difference between the mens and womens teams is astronomical, explains CEO Kathryn Gill, yet the Matildas are one of the biggest sporting teams in Australia. We approached Jen because nothing is too challenging for her she is relentless and gets a lot of pleasure in tackling injustices. Robinson says she hopes the case goes ahead: Inequality in prize money is unacceptable and violates FIFAs human rights obligations under its own constitution.

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Hardworking, loyal, relentless: the epithets turn up again and again, but the same people assure me Robinson knows how to party and has a wide circle of friends. She is great fun, says Helena Kennedy, and interested in all the arts. We went to the Venice Biennale together its all part of who she is.

Robinson used to play touch footy with a mens team but says its too difficult to fit in group sports with all her travelling. Now I bushwalk and do yoga and surf whenever I can. Keina Yoshida recalls Robinson taking a party of friends to Montpellier in southern France to watch the Matildas beat Brazil in the 2019 World Cup: She bought us all team T-shirts.

Robinson once told an interviewer that she keeps only champagne in her fridge. As for those beautifully cut dresses shes wearing in multiple press photographs? Theyre sourced for her by a stylist. I hate shopping, she says. Id rather be out with my friends.

Ive been in touch with her on and off for weeks for this story. Shes always on message, always replies promptly, but is like the Scarlet Pimpernel Im never quite sure where shell be. One minute at the cinema with her friend Jemima Khan for a private screening of Khans new film, the next on a plane to Geneva for another filing at the UN. By the time you read this, shell be in Australia. I cant help but wonder how frequent international travel fits with her climate concerns. I do try to limit it but there are bigger structural problems than my flights, she says crisply.

Theres steel beneath that bonny exterior.

To read more from Good Weekend magazine, visit our page at The Sydney Morning Herald, The Age and Brisbane Times.

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Its horrible: Lawyer Jen Robinson on the toughest part of working for Assange - Sydney Morning Herald

Machine learning operations offer agility, spur innovation – MIT Technology Review

The main function of MLOps is to automate the more repeatable steps in the ML workflows of data scientists and ML engineers, from model development and training to model deployment and operation (model serving). Automating these steps creates agility for businesses and better experiences for users and end customers, increasing the speed, power, and reliability of ML. These automated processes can also mitigate risk and free developers from rote tasks, allowing them to spend more time on innovation. This all contributes to the bottom line: a 2021 global study by McKinsey found that companies that successfully scale AI can add as much as 20 percent to their earnings before interest and taxes (EBIT).

Its not uncommon for companies with sophisticated ML capabilities to incubate different ML tools in individual pockets of the business, says Vincent David, senior director for machine learning at Capital One. But often you start seeing parallelsML systems doing similar things, but with a slightly different twist. The companies that are figuring out how to make the most of their investments in ML are unifying and supercharging their best ML capabilities to create standardized, foundational tools and platforms that everyone can use and ultimately create differentiated value in the market.

In practice, MLOps requires close collaboration between data scientists, ML engineers, and site reliability engineers (SREs) to ensure consistent reproducibility, monitoring, and maintenance of ML models. Over the last several years, Capital One has developed MLOps best practices that apply across industries: balancing user needs, adopting a common, cloud-based technology stack and foundational platforms, leveraging open-source tools, and ensuring the right level of accessibility and governance for both data and models.

ML applications generally have two main types of userstechnical experts (data scientists and ML engineers) and nontechnical experts (business analysts)and its important to strike a balance between their different needs. Technical experts often prefer complete freedom to use all tools available to build models for their intended use cases. Nontechnical experts, on the other hand, need user-friendly tools that enable them to access the data they need to create value in their own workflows.

To build consistent processes and workflows while satisfying both groups, David recommends meeting with the application design team and subject matter experts across a breadth of use cases. We look at specific cases to understand the issues, so users get what they need to benefit their work, specifically, but also the company generally, he says. The key is figuring out how to create the right capabilities while balancing the various stakeholder and business needs within the enterprise.

Collaboration among development teamscritical for successful MLOpscan be difficult and time-consuming if these teams are not using the same technology stack. A unified tech stack allows developers to standardize, reusing components, features, and tools across models like Lego bricks. That makes it easier to combine related capabilities so developers dont waste time switching from one model or system to another, says David.

A cloud-native stackbuilt to take advantage of the cloud model of distributed computingallows developers to self-service infrastructure on demand, continually leveraging new capabilities and introducing new services. Capital Ones decision to go all-in on the public cloud has had a notable impact on developer efficiency and speed. Code releases to production now happen much more rapidly, and ML platforms and models are reusable across the broader enterprise.

Open-source ML tools (code and programs freely available for anyone to use and adapt) are core ingredients in creating a strong cloud foundation and unified tech stack. Using existing open-source tools means the business does not need to devote precious technical resources to reinventing the wheel, quickening the pace at which teams can build and deploy models.

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Machine learning operations offer agility, spur innovation - MIT Technology Review

Its Not Just About Accuracy – Five More things to Consider for a Machine Learning Model – AZoM

You might think that a machine learning (ML) specialist company likeIntellegens is always pursuing the perfect model - one that takes a new set of system inputs and predicts their outputs correctly every time. But, despite the importance of model accuracy, it is possible to focus on it too much in real-world R&D.

A near-perfect model typically considered a model that predicts outputs reliably to within 5% - could mean thatmachine learning (ML)has found a set of robust relationships not previously observed by cutting through multi-dimensional complexity.

Image Credit: Intellegens Limited

However, this can also mean that experiments were poorly designed or trivial, and the ML is simply confirming the obvious. Such perfection is, in any case, mathematically unachievable in many complex systems with inherent uncertainties.

In the real world of R&D, a typical use case might be designing a set of experiments to find more effective formulations, chemicals, or materials. Here, visualizing the range of possibilities is beyond the capacity of the human brain and even relatively sophisticated Design of Experiments methods still result in large, expensive and time-consuming experimental programs. Users dont want perfection they just want ML to shift the odds in their favor, with predictions that outperform the logic currently driving their work.

Pursuing the ideal model may also waste time that is better spent elsewhere. It may also lead to users inadvertently narrowing down their search space in ways that exclude more innovative solutions.

Instead of asking how accurate a model is, the right question may focus on the models usefulness. Below are Intellegens top five examples of questions that might help a user to shape their model:

1. Can we get to an answer in fewer experiments?

Does the ML that is being used have the ability to understand what missing data could best improve its accuracy? This information can then be deployed to decide what experiment to perform next, resulting in a significantly reduced time-to-market. In some cases, theAlchemitesoftware from Intellegens has reduced experimental workloads by 80%+. More commonly, reductions of 50% are reported.

2. How do we generate new ideas for formulations that achieve our goals?

New concepts with a chance of success can result from a moderately-accurate model. And R&D teams are given a big helping hand if the model comes with a robust estimate of its uncertainty, pointing them towards those most likely to succeed. If the ML can move the dial so that one in three candidate formulations succeed when the previous metric was one in five, this could make a big difference.

3. Can we remove costly or environmentally harmful ingredients?

Questions like this typically derive from consumer, regulatory, or market pressure and require a fast response. ML can screen potential solutions, and an indication of probable success can be given by quantifying the uncertainty of the predictions.

4. Where should we focus which inputs are the most significant?

The absolute accuracy of predictions may be less important than whether useful relationships are identified, for example, between structure, processing variables, and properties. Often, the latter is the most vital piece of information that users need. A series ofanalytical toolsthat enable users to explore the sensitivity of outputs to particular inputs are provided by Alchemite.

5. Can we make better use of the expertise weve already developed?

Insight developed at great expense in R&D projects is often not be re-used. A valuable starting point for future projects can be provided by the ability to capture this insight in anML model.

Alchemite Analytics How Do Changes in Inputs Impacts Outputs?

Rather than focusing on ML as a magic bullet, it is essential to consider its use in informing scientific intuition and functioning alongside it.

Image Credit: Intellegens Limited

It is vital to have the right tools like uncertainty quantification and graphical analytics to interrogate and understand the results. When data is messy, as it often is in R&D, rather than investing up-front effort to clean and enrich the data, it can be valuable to be able to generate an ML model even an imperfect one quickly. By exploring this model, users can gain insight and improve their work iteratively and at a much lower cost.

The team at Intellegens values accurate models, and sometimes, they are, of course, essential. Mostly they also work in the spirit of the aphorism commonly attributed to statistician George Box:All models are wrong; some are useful.

This information has been sourced, reviewed and adapted from materials provided by Intellegens Limited.

For more information on this source, please visit Intellegens Limited.

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Its Not Just About Accuracy - Five More things to Consider for a Machine Learning Model - AZoM