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How Louisiana Lawmakers stop Residents’ Efforts to fight massive Oil and gas ProPublica is a nonprofit newsroom that investigates abuses of vigor. check in to acquire our biggest reviews as soon as they’re posted. as the Bayou Bridge Pipeline turned into under building in 2018, Anne White Hat ventured deep into the Atchafalaya Swamp in St. Martin Parish to protest it. St. Martin is one in every of 11 parishes crossed via the pipeline, which brings crude oil from Texas to refineries in Louisiana. though White Hat had permission to be there from one of the crucial greater than 100 people who jointly own the tract the place she held her protest, she didn’t have permission from all. She changed into arrested on two legal counts concerning trespassing. She posted a $21,000 bond and turned into launched. Two years later, the district attorney still hasn’t decided even if to proceed with the costs: two counts of unauthorized entry of a important infrastructure. The optimum penalty is 5 years in penal complex, with the possibility of complicated labor and a quality of as much as $1,000. Get Our good Investigations Subscribe to the large Story newsletter. “it is intimidating in the event you’re looking at dealing with penal complex in South Louisiana,” she mentioned. sarcastically, a courtroom later discovered that the pipeline enterprise itself had been trespassing on the time of White Hat’s arrest. The main owner, energy switch companions, had no longer acquired easement agreements with all landowners to start development, nor had it been granted permission to achieve this through eminent area. Its penalty: a $450 first-class paid to the landowners. The decide who set White Hat’s bond at $21,000 was the identical judge who imposed energy switch companions’ satisfactory.“here’s yet one other in a long line of examples of how Louisiana legal guidelines are first made via oil and fuel establishments and then are omitted with the aid of the same companies if they think love it,” mentioned invoice Quigley, a legislations professor at Loyola school who is representing White Hat seasoned bono. power switch companions did not reply to calls and emails searching for remark. Louisiana has blazed a path for different states in discouraging environmental protests by way of elevating the legal stakes for those that trespass on or close “important” oil and gas infrastructure — which contains refineries, chemical plants and ports. In 2004, it was the first state to make that crime a criminal. Louisiana’s pioneering legislations may also be traced to company lobbyists. BP and DuPont were among the many power and chemical corporations that produced a 2003 guide disseminated to state officials, arguing that more desirable penalties would discourage attacks by way of terrorists that might cause financial disruptions. Two years ago, legislators introduced oil and fuel pipelines to the checklist of infrastructure deemed critical. In White Hat’s view, the complete suite of laws is anti-democratic. “They’re the usage of the state to offer protection to their corporate pastimes,” she stated. Residents have repeatedly pushed lower back against pipelines, proposed vegetation and present industry of their backyards. while such opposition is virtually certainly not monolithic, it is commonly overwhelming at the local level. but the state’s elected leaders have traditionally sided with business, in some instances passing new laws aimed at quelling opposition. a sign marks the area of a pipeline in the Atchafalaya Basin, the identical swamp the place Anne White Hat protested the Bayou Bridge Pipeline in 2018. (Brett Duke/The instances-Picayune and The suggest) Legislators try to reduce local officers’ energy to make a decision whether to exempt trade from native taxes. Years in the past, when a local board made from experts filed an formidable lawsuit that aimed to cling oil and gas companies in charge for destructive coastal wetlands, state officers undermined it. In another episode, they passed a legislations that barred communities from the usage of incorporation to assemble property taxes from chemical flora. And greater than once they’ve sought to punish student legislations clinics that represent communities fighting business. This 12 months’s legislative session, which starts off in March, will once again consist of expenses to restrict local enter into industrial tax exemptions. Some of those efforts are a part of a larger, coordinated approach. The three Louisiana lawmakers who backed the trespassing bill had been participants of the American Legislative trade Council, a controversial company that brings lawmakers and company lobbyists together to draft “mannequin legislations” that they then shop to other states. Louisiana’s 2004 trespassing legislation grew to be simply one of these template. Fifteen years later, 10 states have equivalent legal guidelines. “Louisiana become a particularly important state,” stated Connor Gibson, an investigator with Greenpeace. The addition of pipelines to the legislations two years in the past came based on protests that garnered countrywide consideration, specifically those at Standing Rock in North Dakota, which grew to be the focal aspect of indigenous protests of the Dakota access Pipeline. “This simply protects towards folks that need to inhibit commerce,” invoice sponsor Rep. most important Thibaut pointed out as he introduced the bill in 2018. Thibaut, now president of Pointe Coupee Parish, spoke of the legislation protects workers and would-be protesters from safety issues on work sites with heavy gadget. When asked whether protesters should be arrested in the event that they don’t intervene with employees, he said, “That’s up to the courts to check.” In a organized observation, Louisiana Mid-Continent Oil and fuel association President Tyler gray stated the law “doesn’t infringe on an individual’s constitutional rights.” to date, 15 people were arrested for violating Louisiana’s new legislation: 14 protesters and a journalist protecting them. a few of them filed a suit in may also, claiming the legislation chills free speech and is thus unconstitutional. The go well with is pending. Mounting Political force For decades, an vague Louisiana board doled out 10-year property tax exemptions to very nearly every essential company that changed into constructing or increasing a plant in the state. It become the definition of a rubber stamp. Between 1997 and 2016, the board rejected simply eight of the 16,931 functions for relief in the course of the Industrial Tax Exemption program, for an approval cost of 99.ninety five%, in line with an analysis with the aid of together Louisiana, a grassroots firm that has pushed to rein in the program. That modified when Gov. John Bel Edwards signed an govt order in 2016 that gave local governing our bodies plagued by the exemptions a say over them for the primary time. The breaks can have a big impact on local govt’s bottom line. read more seeing that the 2016 executive order, the local organizations that would forgo funds on industrial tax exemptions have gotten to vote on them. The East Baton Rouge Parish school Board last yr rejected a tax smash for an expansion Exxon Mobil had completed two years earlier. That caused heavy pushback from trade. Unsuccessful legislations last year would have required parishes to create a single board that votes up or down on the tax breaks, instead of letting the sheriff, the school board and the parish executive approve or deny them piecemeal. Explaining his invoice, Sen. Bodi White, R-Baton Rouge, talked about, “I didn’t decide on my faculty board for economic building to carry businesses to this state.” A vast swath of native officials fought to kill White’s invoice, including associations of sheriffs, college boards and parish governments. “A parish governing authority should still be capable of come to a decision no matter if they could manage to pay for to provide an exemption and make sure the company getting the exemption is protecting up their conclusion of the deal,” referred to guy Cormier, government director of the lobby for parish governments. A failed bill filed by means of Rep. Barry Ivey, R-primary, would have gone even extra, placing the exemption again within the state’s arms. Ivey, who talked about producers need more sure bet, is already working on the same bill this yr. “I intend to delivery off the place I left off at the end of the 2019 session,” he talked about. despite a recent boom in industrial vegetation relocating to Louisiana, Edwards’ modest reforms were used by way of his Republican challengers in closing year’s gubernatorial race as evidence of the Democrat’s hostility toward business. Baton Rouge businessman Eddie Rispone — who garnered forty nine% of the vote in November — made undoing Edwards’ tweaks a major a part of his platform. Edwards, now in his second time period, appears to have heard the complaints. he is trying to get native governments, together with these in New Orleans and Baton Rouge, to dump new suggestions that bar exemptions for projects, like Exxon’s, that had been achieved by the point the break became requested. Louisiana’s Love Affair With trade As Louisiana’s wetlands vanish, coastal communities have develop into ever more liable to storm surges and sea stage rise. And whereas there are disagreements over how to apportion blame for the erosion, it’s undisputed that oil and gas exploration has played a key function — in part, by using dredging 10,000 miles of canals. A gas transmission pipeline cuts through the wetlands in St. Bernard Parish, Louisiana. Canals alter the drainage patterns of wetlands, causing the lack of the marshes and flood insurance policy. (Bonnie Jo Mount/The Washington submit by the use of Getty pictures) And so, in 2013, the board that oversees flood coverage in most of metropolitan New Orleans filed an audacious lawsuit that sought to hang 97 oil and fuel corporations in charge for harmful the area’s natural flood defenses. It activate an instantaneous firestorm. The board’s lawsuit right away earned it rogue fame — besides the fact that, after the levee failures of typhoon Katrina, levee board members for the first time have been required to have particular skills. because of those changes, the board that filed the swimsuit was made of individuals nominated by way of knowledgeable agencies, appointed through Gov. Kathleen Blanco and demonstrated with the aid of the Senate. Historian and creator John Barry, who become vice president of the board, estimated the Legislature filed 20 separate expenses in 2014 to intestine the lawsuit. “The Legislature made a extremely sincere effort to kill the lawsuit after it had already been filed,” he noted. “in the conclusion, we defeated all but one piece of law.” The surviving invoice, authored by using former state Sens. Robert Adley and Bret Allain, retroactively voided the swimsuit. Adley stated his pork changed into that the board didn’t provide the suitable authorities a heads-up before filing suit. A state judge later found the brand new legislation to be unconstitutional, in three alternative ways. That wasn’t the conclusion of the assault. Then-Gov. Bobby Jindal, a Republican who adverse the swimsuit, tried to swap out the authority’s board. He changed four of the nine board participants, dumping coastal specialists in favor of political appointees. Even then, a slim majority of the board backed the go well with. eventually, the lawsuit become thrown out by U.S. District judge Nannette Jolivette Brown, who noted oil and gas corporations had no criminal obligation to pay the levee authority for wetland harm, a view upheld via an appeals court docket. The U.S. Supreme court refused to listen to the case. due to the fact that then, seven coastal parishes, including New Orleans, have filed an identical court cases towards oil and fuel groups over land loss in their communities, and Edwards has advised different coastal parishes to follow swimsuit. none of the circumstances had been determined. The Chilling impact those that push back against industry in Louisiana frequently find themselves outmaneuvered. In 1994, residents of Geismar, in Ascension Parish, had been hoping to observe in the footsteps of their upriver neighbors in St. Gabriel through incorporating right into a city. The move would provide residents more political clout — together with the potential to claim no to new vegetation — and produce in tax greenbacks from nearby industrial amenities. The late Amos favourite Sr., who turned into 71 on the time, become a number one suggest. “These vegetation pay a lot of money to Ascension Parish. We (in Geismar) don’t see anything but toxins,” favourite mentioned in 1994. Amos favorite Sr. speaks at a gathering about racial discrimination in the River area flora in 1997. favorite, an environmental activist, led an incorporation attempt within the neighborhood of Geismar. (Tim Mueller/The suggest) however the following 12 months, 11 chemical plant life in Ascension Parish filed a lawsuit to quash the incorporation. With that case pending, state Rep. Jerry Luke LeBlanc, a Democrat, backed a bill to ban new municipalities from together with industrial areas into their boundaries. Then-Gov. Edwin Edwards signed it into law in 1995. Citing the brand new legislation, the courtroom sided with the plants. the brand new legislation supposed the planned metropolis would have a an awful lot smaller tax base and much much less say over the polluters in its midst. Geismar’s power for incorporation lost steam. favourite’s daughter, Malaika favorite, an artist who nonetheless lives in Geismar, noted the episode took an emotional toll on her father. “It was definitely disappointing to him,” she noted. “The flowers have so tons vigour.” proscribing representation New laws are hardly ever the only formulation Louisiana elected officers have used to stifle residents’ opposition to trade. In 1997, former Gov. Mike Foster compelled the Louisiana Supreme court to trim the sails of pupil legislations clinics after the Tulane Environmental legislations health center helped St. James Parish residents combat a polyvinyl chloride plant the chemical enormous Shintech wanted to build in Convent. Foster badly wanted to see the Shintech plant built. He mocked the plant’s two most vocal opponents, Emelda West and Pat Melancon of Convent, as “a bunch of housewives.” Calls to Shintech searching for comment have been no longer again. Former Louisiana Gov. Mike Foster pushed for Tulane college to be defunded after students in the Tulane Environmental legislation health center helped Convent residents challenge air and water allows for for a proposed polyvinyl chloride plant. (Bryan S. Berteaux/The instances-Picayune) in addition to difficult Shintech’s air and water allows, Convent residents — with the aid of Tulane — filed a criticism with the U.S. Environmental insurance policy agency claiming the state violated the landmark 1964 Civil Rights Act when it permitted the challenge. The criticism grew to become the first key test of an govt order signed via former President invoice Clinton in 1994 that aimed to handle the incontrovertible fact that communities of colour bore a disproportionate burden of pollutants. Foster turned into apoplectic. He inspired Tulane alumni and company leaders to rethink their financial support for the school. a few trade lobbying organizations, meanwhile, urged the Louisiana Supreme court docket, which oversees student legislations follow within the state, to investigate the legislation medical institution. scholar law observe makes it possible for criminal learners to profit fingers-on event, while offering criminal suggestions to people that would no longer otherwise have access. The Louisiana association of company and business, the state’s most powerful enterprise foyer, had recently helped three seasoned-company justices win seats on the Supreme courtroom. the executive justice, Pascal Calogero, became up for election right here year. At LABI’s urging, the courtroom began investigating the Tulane sanatorium in 1997. because the election heated up, Calogero — and all however one justice — voted to restrict pupil legislations tips. the new guidelines banned the representation of any group organization affiliated with a country wide organization — like Greenpeace, the Sierra membership or the NAACP and prohibited students and supervising attorneys from initiating contact with competencies consumers. the brand new guidelines also positioned limits on how a lot residents could earn and still receive scholar illustration. A family unit of three, as an example, could not get tips in the event that they made greater than $13,650 yearly. the top of the affiliation of yankee law schools called the brand new requirements “the most restrictive pupil follow rule in the nation.” Emelda West, of the St. James residents for Jobs and the ambiance, speaks in front of the Governor’s Mansion right through a protest in opposition t the governor’s threats towards the Tulane Environmental legislation sanatorium in 1997. (Tim Mueller/The suggest) ironically, the new guidelines — which have given that been relaxed some — came too late to retailer Shintech’s plant. The enterprise announced in 1998 it had scratched its plan, opting instead for a an awful lot smaller facility in Iberville Parish. The Tulane medical institution has endured to garner the ire of trade over the remaining two a long time. In 2010, Adley added yet another invoice geared toward stopping the health center from going after chemical vegetation. it would have yanked state funding from Tulane if its law sanatorium sued a executive company. as the invoice became introduced, Dan Borné, then head of Louisiana Chemical affiliation, pointed out: “My board acted on taking an aggressive method towards the Tulane Environmental law sanatorium. here’s a part of that method.” however Adley’s invoice to defund Tulane became ill-timed. One month prior, the Deepwater Horizon oil rig exploded within the Gulf of Mexico. Lawmakers were involved that if the invoice passed, residents plagued by the spill wouldn’t be able to get felony tips from Tulane. The invoice failed. Lisa Jordan, director of the health center, co-wrote the civil rights petition to the EPA on behalf of Convent residents two many years in the past. besides the fact that the case put a crimp on the health facility, she’s proud of taking on the fight. “It changed into tough, and it had a really good result for the valued clientele,” she pointed out. “and since it informed me here’s such essential work, even if you happen to don’t necessarily succeed … to provide americans a criminal voice that they otherwise couldn’t have had.” Monique Harden, of the Deep South center for Environmental Justice who co-wrote the civil rights petition, spoke of the repeated assaults on the clinic exemplify how Louisiana officers tend to react to environmental uprisings. “There is this systemwide hostility to americans combating back,” Harden stated. “They wish to cut aid. however not just cut aid, reduce your cure.” Share Your Story Do you reside in a single of those affected parishes? Share your story with us. ProPublica and The instances-Picayune and The advocate are investigating the huge chemical plants in the industrial stretch between New Orleans and Baton Rouge, and hearing from you will assist us inform greater reports. seek advice from us if: you’re employed or have worked in an industrial facility in Louisiana, and you’ll inform us what your adventure has been like. There’s a brand new plant on your nearby, and you’ll inform us how your neighborhood has been responding to it. You’ve been in contact with the DEQ and/or your parish govt about a plant and might share with us what the responses from those entities has been. you can check with us about the influence of these flowers to your group, including sharing proof like signage, emails, residue or other anecdotes with us. here’s how to check with us: study extra Sara Sneath is an environmental reporter with The times-Picayune and The advocate. e-mail her advice at [email protected] and follow her on Twitter @sarasneath. DOJ REJECTS TEXAS GOP’S POLLING location photograph identification restriction legislation Finds registered Hispanic voters anywhere from 46% to a hundred and twenty% greater doubtless than non-Hispanics to lack state-issued identity vital to vote under the brand new law… by way of Brad Friedman on three/12/2012, 8:02pm PT   The good news for voters, of late, continues coming — at the least against the title wave of GOP voter suppression laws instituted around the country by using Republicans considering that taking on legislatures and executive branches in 2010. in addition to final week’s temporary injunction of the Wisconsin’s GOP polling region photo identity restrict, and modern-day permanent injunction of the equal law by means of a second decide in a separate grievance (each judges discovered the legislation in strict violation of the state charter’s ironclad guarantee of the appropriate to vote), these days additionally noticed the U.S. Dept. of Justice blocking off a similarly disenfranchising photograph id restriction enacted closing year by way of Texas Republicans. currently, in keeping with records presented to the DoJ via the state of TX, more than 600,000 legally registered voters don’t possess the classification of identification that could be required to vote below the law passed final year, as up to now set to take impact before this 12 months’s Presidential Election. nevertheless it is the discriminatory impact of the new law which led the DoJ to nix the new adjustments to TX’ balloting legal guidelines. finding that the state’s personal statistics demonstrate legally registered Hispanic voters will be disproportionately disenfranchised through the TX legislations — by using anyplace from forty six% to a hundred and twenty% over non-Hispanics, based upon which set of an information submitted with the aid of TX is used for the evaluation — the DoJ rejected the statute below section 5 of the balloting Rights Act. That element of the federal law requires preclearance for new election legal guidelines in definite jurisdictions with a heritage of racial discrimination. Texas is one of those coated jurisdiction. today, the DoJ objected to the brand new legislations after determining that the state had now not met or not it’s "burden of revealing that a submitted trade [to an election law] has neither a discriminatory aim nor a discriminatory impact"… The discovering was in line with an analysis of two distinct units of statistics submitted by TX to the DoJ for evaluate of their section 5 examination of the brand new legislations. both units had been sent following a series of questions for TX by using the DoJ last September when the federal company also rejected the state’s new Congressional redistricting plan, as similarly passed by means of Republicans and signed into law by using Gov. Rick Perry (R). on the time, the DoJ had decided that TX had created the brand new balloting districts "as a minimum partially, for the purpose of diminishing the means of citizens of the us, because of race, colour, or membership in a language minority neighborhood, to opt for their favored candidates of choice to Congress." The redistricting become found to be purposely discriminatory and turned into rejected by the DoJ under section 5 of the VRA. In reviewing the state’s facts on photo identification — no count which of the two statistics sets were reviewed — Hispanics, who make up about 22% of the state’s legally registered voters, had been found a ways and away greater doubtless than non-Hispanics to be disenfranchised by the GOP’s new polling vicinity laws. based on the 6-page letter [PDF] despatched by the DoJ to the Director of Elections in the workplace of the TX Secretary of State these days to notify him of the objection, whereas the state provided no cause of the disparities within the two different data units, examination of each suggests a seriously disproportional racial disadvantage for Hispanic voters beneath the brand new law [emphasis added]: The DoJ letter goes on to word that "The state has supplied no information on no matter if African American or Asian registered voters are additionally disproportionately plagued by" the brand new law. moreover the racial disparity, the DoJ also discovered that it could be costly for all registered voters devoid of the requisite types of identification mandatory to procure the so-known as "free" photo IDs provided via the state, however that the charges could be extra complex for Hispanics who signify a disproportionate number of those that are impoverished in Texas: An applicant for an election identification certificate will be required to give two items of secondary identification, or one piece of secondary identification and two assisting documents. If a voter doesn’t possess any of those documents, the affordable option might be to spend $22 on a replica of the voter’s beginning certificates. there’s a statistically gigantic correlation between the Hispanic inhabitants percentage of a county and the percent of a county’s population that lives below the poverty line. The legislature tabled amendments that would have prohibited state groups from charging for any underlying documents vital to attain an acceptable variety of photographic identification. eventually, the DoJ specific three extra hurdles that all voters, but disproportionately Hispanic voters, in keeping with the state’s facts, are more likely to face in attempting to attain their so-known as "free" identification, if they do not already have one deemed proper for vote casting purposes in Texas: many of the DoJ’s findings replicate these discovered ultimate 12 months when they rejected the state of South Carolina’s similarly disenfranchising polling area image identification restriction law. if so, it was decided that the state’s personal records showed that registered African-American voters within the state had been more than 20% extra likely to lack the requisite photograph identity than registered White voters. both Texas and South Carolina have appealed the DoJ rulings to the U.S. District courtroom in Washington D.C. In each instances, although, as mentioned by the DoJ these days, "until the objection is withdrawn or a judgment from the USA District court docket for the District of Columbia is acquired, the submitted alterations proceed to be legally unenforceable." Critics of polling vicinity photo identity laws have lengthy charged, with an excellent deal of facts to help their case, that such restrictions are notably centered towards the aged, minorities and student voters, all of whom are inclined to lack the obligatory id, and all of whom are inclined to vote disproportionately in favor of Democrats. Republican proponents of such laws declare they’re imperative to fight voter fraud, though none of them have succeeded in demonstrating any specific incidents of polling region impersonation — the best classification of voter fraud that may possibly be deterred with the aid of such legal guidelines. Indiana’s first-in-the-nation picture identification limit legislation become granted slender approval by using the U.S. Supreme courtroom in 2008. considering the fact that then, aged nuns and college students, among others who had in the past been criminal voters, have been disenfranchised with the aid of the legislation. satirically, closing month the Republican Sec. of State of Indiana, Charlie White, was found responsible of six prison expenses, three of them for voter fraud, after it was determined that he’d registered to vote at an handle where he did not are living. The state’s law did nothing to stay away from White’s fraud. The equal year that Indiana’s law turned into approved, political appointees within the Bush Administration’s DoJ granted VRA preclearance to Georgia’s Republican-authorised picture identification legislations in opposition t the information of the career attorneys within the Civil Rights Division. currently the DoJ is determined to overview a photo id referendum accepted by way of voters in Mississippi final January, and a different is pending in Alabama as neatly. both states are among the 16 "covered jurisdictions" the place preclearance is required below part 5 of the VRA. In other states which aren’t lined by means of area 5, reminiscent of Kansas, Tennessee, Rhode Island, Pennsylvania and Wisconsin, Republicans have passed photo identification restrictions and people are currently being challenged on the state stage. The BRAD blog’s criminal analyst Ernest A. Canning lately argued that the DoJ should intervene in such instances beneath section 2 of the voting Rights Act, which additionally prohibits racially discriminatory election laws, however where the burden is on the challenging birthday party to exhibit a discriminatory intent or impact, as opposed to on the jurisdiction itself — as in part 5 states — to exhibit new adjustments to the law don’t seem to be discriminatory. As Ari Berman said closing week at Rolling Stone, a concerted effort by way of Republicans when you consider that taking power in lots of swing states in 2010 is presently underway to put in force these restrictive legal guidelines before the 2012 Presidential Election. most of the new legal guidelines, he notes, are in response to the same template legislation provided through the American Legislative change Council (ALEC), a Rightwing DC-based mostly non-profit which is funded, in no small part, by means of principal corporate interests and whose membership includes most of the elected state officers who have subsidized the brand new legal guidelines in additional than a dozen states over the past yr. * * * Please guide The BRAD weblog’s fiercely impartial, award-winning insurance of your electoral device, as available from no other media outlet within the nation, with a donation to aid us keep going ( Snail mail, extra options here ). if you like, we are going to send you some super, award-successful election integrity documentary movies in return! particulars appropriate here… CME 323: disbursed Algorithms and Optimization Spring 2015, Stanford institution Mon, Wed 12:35 PM – 1:50 PM at 530-127 teacher: Reza Zadeh The emergence of massive disbursed clusters of commodity machines has introduced with it a slew of latest algorithms and equipment. Many fields such as computing device researching and Optimization have tailored their algorithms to handle such clusters. The classification will cover wide-spread disbursed algorithms in academia and business. we can cowl disbursed algorithms for: Convex Optimization Matrix Factorization machine discovering Neural Networks The Bootstrap Numerical Linear Algebra big Graph analysis Streaming and online algorithms A shorter version of this type become given at Spark Summit 2015: [slides] type format right through the class, subject matters might be illustrated with palms-on workouts the usage of the excessive-speed cluster programming framework, Spark, with computing elements offered with the aid of the teacher. The design of disbursed algorithms essentially differs from natural algorithms within the requirement to consider communication charge, so there will be analysis of communique charge. Pre-requisites: focused on graduate students having taken Algorithms at the level of CME 305 or CS 261. Being in a position to thoroughly program in any main-circulation excessive level language. There may be three homeworks, one scribed lecture, and a challenge. college students taking the class for credit/no credit score in its place of letter grade can bypass the challenge. not obligatory textbooks:Convex Optimization through Boyd and Vandenberghe [BV]Randomized Algorithms through Rajeev Motwani and Prabakhar Raghavan [MR]aspects of Statistical gaining knowledge of by way of Trevor Hastie, Robert Tibshirani, Jerome Friedman [HTF] Homework Homework 1 [pdf] [tex] [solutions], accrued Monday April twentieth in classification Homework 2 [pdf] [tex] [solutions], accrued Monday can also 4th in classHomework three [pdf] [tex] [solutions], accrued Monday may additionally 18th in class Scribe template Lectures and References Lecture 1: disbursed Computing with Spark [slides] [typical cluster] Lecture 2: distributed Optimization Overview [slides] [SQL guide] [RDD guide] [PairRDD API] Lecture 3: Complexity measures for clusters [notes] [last reducer] Lecture four: Shuffling records to do be a part of, Groupby, and different all-to-all conversation patterns [slides] [notes] [timsort] Lecture 5: fingers-on a real cluster in type, half 1 [slides] [streaming demo] Lecture 6: palms-on a real cluster in class, half 2 [slides] [parquet] [guide] Lecture 7: Partitioning for repeated joins and Pagerank [slides] [notes] Lecture eight: The Pregel statistics move paradigm [slides] [notes] [pregel] [graphx] Lecture 9: Matrix Computations: Multiplication, Singular value Decomposition (Tall and thin, rectangular), PCA [slides] [notes] Lecture 10: Covariance Matrix and All-pairs Similarity [slides] [notes] Lecture 11: Streaming Stochastic Gradient Descent for Generalized Linear models, Streaming ok-ability [notes] [hogwild] [parallel SGD] [SGD convergence] Lecture 12: Streaming objects through a cluster with Spark Streaming, Perceptron Introduction [slides] [notes] [streaming examples] Lecture 13: Streaming Proof, Alternating route method of Multipliers (ADMM), thought/apply interface, AllReduce [notes] [ADMM resources] [ADMM on Spark] [Slide 37] Lecture 14: Matrix Completion, Alternating Least Squares, Generalized Low Rank models [notes] [slides] [paper summary] [GLRM] [FastALS] Lecture 15: Neural Networks [notes] [DistBelief] Lecture 16: dispensed decision timber, Bag of little Bootstraps [notes] [PLANET] [BLB] projects Swaroop Indra Ramaswamy and Rohit Patki: dispensed minimum spanning bushes. [slides] [report] Carlos Riquelme, Lan Nguyen and Sven Schmit: Cascading vector machines. [slides] [report] [Github] Benoit Dancoisne, Emilien Dupont and William Zhang: disbursed Max-movement in Spark. [slides] [report] [Github] Kevin Chavez, Hao Yi Ong and Augustus Hong: dispensed Deep Q-learning. [slides] [report] [Github] Zi Yin and Zhiang Hu (Harvy): Parallelized Union discover Set, with an software in finding related accessories in a Graph. [slides] [report] Charles Y. Zheng, Jingshu Wang and Arzav Jain: All-Pairs Shortest Paths in Spark. [slides] [report] [Github] Haoming Li and Bangzheng He: A allotted Solver for Kernalized SVM. [slides] [report] Yilong Geng and Mingyu Gao: allotted stable Marriage with Incomplete listing and Ties using Spark. [slides] [report] [Github] David Daniels, Eric Liu and Charles Zhang: disbursed Structural Estimation of Graph side-type Weights from Noisy PageRank Orders. [slides] [report] [Github] Yifan Jin and Shaun Benjamin: Monte Carlos Tree Search. [slides] [report] [Code] Orren Karniol-Tambour: records Parallel EM for estimating the Genome Relative Abundance (GRA) in Metagenomic Samples. [slides] [report] [Github] Supplementary substances advanced information Science on Spark: [slides] Spark Intro Tutorial: [slides] [code and data – 1 GB] Spark Devops Slides: Spark Summit slides Tutorial: Stanford Spark Workshop workouts Tutorial: film suggestion with MLlib Tutorial: Graph Analytics with GraphX Contact Reza: rezab at stanford.eduOffice hours: with the aid of appointment TA Dieterich Lawson: jdlawson at stanford.eduOffice hours: Tuesdays four-6pm Simon Anastasiadis: simonsa at stanford.eduOffice hours: Wednesdays 2:15-4:15pm TA office hours can be held within the Huang Engineering core basement (in entrance of the ICME office).

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