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A prison system has historical data on prison inmates and wants to find what factors are related to recidivism (return to prison). What type of model would be used?
How many phases are in the CRISP-DM Process Methodology?
Which node can be used to easily generate a field that divides the data into subsamples for the Training and Testing stages of modeling?
Which method would be used on the Merge node in order to combine a file containing 100 products and a file containing 50 suppliers and retain only the matching records?
Full outer join
Partial outer join
An online retailer wants to identi1e groups of customers based on components of their buying behavior, such as types of products purchased, volume of purchases, and frequency of purchases. What type of model would be used?
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IBM SPSS Data Analysis for Business Partners v2 book
Zacks funding ideas characteristic highlights: Microsoft, Amazon, IBM, NVIDIA and Salesforce.com | C2090-012 Real Questions and VCE Practice Test
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Chicago, IL – March 10, 2017 – today, Zacks funding ideas function highlights elements: Microsoft (NASDAQ: MSFT – Free record ), Amazon ( NASDAQ: AMZN – Free report ) , IBM (NYSE: IBM – Free document ), NVIDIA (NASDAQ: NVDA – Free document ) and Salesforce.com ( NYSE: CRM – Free report ) .
A.I. Deep Dive: NVIDIA, IBM and salesforce.com
remaining June I wrote a unique document for Zacks private called "large economic Disruption: big information, AI, and Robotics."
while gaining knowledge of and speakme about science-fiction technologies like computer getting to know and artificial intelligence is always fun, I began that report with a more vital and sobering premise: why tens of hundreds of thousands of jobs globally had been about to be eliminated in the subsequent decade.
This statement came from analysis published in January of 2016 via Citi and the Oxford Martin faculty exploring the varying affect that automation would have on jobs and economies in essential nations all over.
here's what I wrote final June...
know-how at Work v2.0: the future isn't What It was builds on 2013 analysis with the aid of Carl Benedikt Frey and Michael Osborne which found that forty seven per cent of US jobs were susceptible to automation over the next two decades.
The 156-page record gives in-depth analysis of the vulnerabilities of countries and cities to job automation, explores what automation will mean for normal models of financial increase, and considers how governments can put together for the doubtlessly disruptive affects of job automation on society.
Key areas of analysis within the new report encompass this startling projection correct at the outset:
dangers of job automation in emerging economies akin to China and India are as excessive as seventy seven% and 69% over the subsequent two many years.
it truly is a lot of emerging markets employees put out of work in a fairly short time.
And it challenges what I had lengthy believed: that China and India would make constant development in their efforts to convey over 1 billion americans at the same time into the ranks of the global center class.
That assumption turned into in keeping with the effective means and desire of establishments to stream manufacturing and repair jobs to these countries and thereby stability the international marketplace for items and labor with essentially the most comparatively cheap choices obtainable.
but the reality is that automation trends -- broadly defined as these involving cloud computing, business intelligence (large records analytics), artificial intelligence, and robotics -- will create far more disruption for capital and labor sources than most are imagining.
or not it's not just about the choose company going out of enterprise as a result of a brand new technology or utility answer -- like 3-D "printed" components -- just replaced what their 50 employees did for much much less funds. it be about complete industries getting became inner-out. briefly, the industrial revolutions of China and India can be over prior to many would really like.
here's how the Citi-Oxford file summed it up...
"whereas manufacturing productivity has historically enabled developing international locations to close the gap with richer nations, automation is likely to have an effect on negatively on their means to do that, and new increase fashions can be required.
"The affect of automation can be more disruptive for setting up countries, as a result of decrease tiers of buyer demand and limited social security nets. With automation and tendencies in 3D printing more likely to force companies to stream manufacturing nearer to home, constructing international locations risk ‘premature de-industrialisation.’
"Digital industries have not created many new jobs. given that 2000, just 0.5% of the U.S. staff has shifted into new know-how industries, most of which might be directly associated with digital applied sciences."
This volume of disruption should still no longer be taken evenly. large alterations are coming to trade to be able to have deep influences for economies and worker's.
I consider each citizen should still be studying these changes and impacts on an ongoing foundation to find the choicest easy methods to place their profession, their enterprise, and their investments.
(conclusion of excerpt from my June Zacks confidential record)
That document ended, as all ZCs do, with actionable investment concepts.
Tasked to answer the query "How does one invest to capitalize on these megatrends?" I came up with four stocks you had to own for the future.
right here's how I answered...
So this brings me back to my exact four picks for the future of work. and they're going to all be involved in robotics and additive manufacturing (3-D "printing") in some kind, whether offering the software to design, build, and operate the machines, or the cloud-AI-computing device studying information to power their "intelligence."
1) Microsoft (NASDAQ: MSFT – Free document ) : I agree with buying this stock close $50 well-nigh ensures an opportunity to beat the market over the subsequent 5-10 years. Stifel Nicolaus analysts these days met with Microsoft management to focus on cloud and BI initiatives. here's what they noted: "The meetings served to enhance our view the enterprise's commercial cloud strategy is not off course to hit the $20B FY18 aim and will be a supply of solid growth for the subsequent several years. Azure (the BigData platform) may still also continue to close the hole with AWS as Microsoft expands its product offering and is capable of exploit its existing customer relationships to create enjoyable hybrid eventualities." They retain a $fifty eight 12-month fee goal on MSFT shares.
2) Amazon (NASDAQ: AMZN – Free file ) : lots like web page, Jeff Bezos has a vision of the future and locate the way to be a part of it. it's no wonder each of them are involved in house rocketry too. but Bezos is greater functional, ensuring constant sales. he is credited with as soon as asserting something to this effect: "everyone wants to focal point on how the longer term might be distinctive. We try to ask 'How will or not it's the same?' and then these are the groups we need to be in."
4) IBM (NYSE: IBM – Free report ) is critical and affordable once again close $one hundred fifty (11X subsequent year's $13.seventy five EPS). Their powerful Watson Cognitive Analytics platform is attractive to many industries on the enterprise stage, from scientific research and diagnostics to manufacturing and advertising predictive capabilities. and that they did a fine looking aspect by using placing a "human" voice on Watson to appeal to the pastime and fascination of young people everywhere in the vigour of records. it's their future in any case.
I counseled IBM shares in 2010 as the "secure" huge cap Tech stock to outperform the market over 3 years and it did just that, rising from $one hundred twenty five to over $200 in 2013, with Warren Buffett joining the celebration at $one hundred seventy five as he at last discovered a Tech inventory he may love. My purchase then become in keeping with their European contracts within the "smart energy grid" which I believed carried lessen risk than most organizations on the grounds that they were serving, and embedded in, the infrastructure of municipal vigor.
IBM will discover a way to "embed" Watson within the enterprise Intelligence and cognitive/predictive analytics of many organisations who will come to rely upon their advanced dedication to facts science R&D. confidently, they could use Watson to redecorate the IBM corporate strategy for decrease charges and higher revenue and remain valuable to investors for an extra 50 years.
And here turned into their performance from June 6 up to the election, and considering:
MSFT: +sixteen.3% to the election and +7.4% when you consider that
GOOGL: +11.2% to the election and +5.2% when you consider that
AMZN: +8.four% to the election and +7.96% since
IBM: +1.6% to the election and +15.65% in view that
S&P 500: +12% from June 6 to March 9,2017
it's fine to peer that you would have completed virtually as smartly owning IBM as GOOGL or AMZN in this full period due to the fact that June 6. And nothing has changed in my opinion about any of those stocks, despite the fact i might watch for pullbacks in all of them earlier than initiating new positions. (I've had a chance seeing that the beginning of the yr with yet another investor about whether GOOGL or AMZN gets to $1,000 first. they've been trading neck-and-neck around $850 and my funds is on the latter.)
but i'm including 2 extra shares to the combine. And, beyond fascinating, each of them have partnered with IBM given that my common thesis.
The NVIDIA Connection
i'm going to are attempting and tell you this crucial story devoid of bringing up these fancy motion video games my son performs till all hours. I hearNVIDIA (NASDAQ: NVDA – Free document ) makes chips and pics options that satisfy a gamer's "want for speed" (and parallel processing) too. but this story will be concerning the technology utilized to greater critical projects.
In September, NVIDIA joined forces with IBM to launch a brand new type of server developed for computing device researching in response to NVIDIA's GPU semiconductor options. this is no longer a brand new partnership as the businesses had been working together for several years and you may get some background from this 2014 NVIDIA blog submit...
NVIDIA and IBM carry Supercomputing to large statistics Analytics
GPU-accelerated computing is using a pictures processing unit (GPU) along side a CPU to speed up deep researching, analytics, and engineering purposes. From the NVIDIA web page, a crystal clear rationalization...
"a simple technique to take note the difference between a GPU and a CPU is to compare how they method projects. A CPU incorporates a few cores optimized for sequential serial processing while a GPU has a hugely parallel structure which include lots of smaller, extra efficient cores designed for coping with diverse tasks simultaneously."
hugely Parallel architecture (MPA)
Yeah, this is what is required to do desktop getting to know and anything else near synthetic intelligence.
within the early 1990's I read a e-book with the aid of physicist Heinz Pagels called The desires of purpose: The desktop and the rise of the Sciences of Complexity. His figuring out of how "huge data" crunching would trade both science and enterprise became powerfully prescient nearly 30 years in the past (published in 1988).
As chip improvements gotten smaller computing energy into ever smaller machines, dazzling initiatives all of sudden grew to become not pricey to standard researchers, technologists and nerds in popular. Heinz wasn't predicting which corporations would make cash off of this style. however he knew it could have colossal affects on society, science, and commerce.
It changed into in his booklet that I first realized about "parallel processing" that makes so a great deal technology possible today. IBM has been fiddling with the "hugely" part for ages, ala Deep Blue, the world's right chess computer. NVIDIA has taken it to new levels considering 2007. together, they are a drive.
here turned into Ian Buck writing on the NVIDIA blog on September eight, 2016 concerning the new project with IBM...
information center workloads are changing. no longer lengthy ago these techniques have been essentially used to tackle storage and serve up net pages, but now they’re increasingly tasked with AI workloads like knowing speech, text, photographs and video or inspecting big records for insights.
Billions of buyers desire fast answers to a large number of questions, whereas enterprise businesses need to analyze mountains of facts to enhanced serve their customers’ wants. where do these solutions come from? statistics facilities.
As a frontrunner in server techniques, IBM noticed this vogue coming a number of years ago, and partnered with us to accelerate new information middle workloads. After 4 years of construction, IBM nowadays delivered its vigour equipment S822LC for top efficiency Computing powered via NVIDIA Tesla P100 GPUs and NVLink to facilitate excessive-efficiency analytics and enable deep studying on ever increasing mountains of statistics.
The device couples two of IBM’s POWER8 CPUs with 4 NVIDIA Tesla P100 GPUs related by means of our NVLink high-speed interface. this is a customized-built GPU accelerator server, where the NVLink interface is routed on the motherboard and makes use of our Tesla P100 SXM2 GPU.
This tight coupling of IBM and NVIDIA technology allows for information to circulation 5x sooner than over PCIe, accelerating time to perception for many of today’s most critical applications, like advanced analytics, deep learning and AI.
“The person insights and the company value you could bring with superior analytics, computing device researching and synthetic intelligence is more and more gated through performance,” says Doug Balog, standard supervisor of IBM energy methods. “Accelerated computing that can definitely power massive statistics workloads will develop into foundational in the cognitive era. in response to OpenPOWER improvements from partners corresponding to NVIDIA, our new OpenPOWER Linux servers with POWERAccel set a new usual for these workloads.”
And the two corporations adopted-up this potent coup against Intel's X86 line of core processors with this news free up on November 14...
IBM and NVIDIA crew Up on World’s quickest Deep getting to know enterprise answer
Michael Feldman, writing for the Top500.org, summed up the information this manner...
"IT soul mates IBM and NVIDIA are at it once more, this time taking part on a deep studying (DL) toolkit, referred to as PowerAI, optimized for IBM’s energy S822LC for top performance Computing platform. the mixing of the toolkit and the IBM hardware is being aimed toward what NVIDIA and IBM believe to be a burgeoning market in commercial enterprise AI."
GPU accelerators now powering energy-productive information centers in executive labs, universities, agencies, and small-and-medium companies around the world. They play a big position in accelerating purposes in platforms starting from synthetic intelligence to automobiles, drones, and robots.
And the IBM-NVIDIA tag-crew could be a powerful alliance in these computing markets.
See? I did it. got via that entire story without mentioning that questionable use of time ("video games") in any respect. except just there.
The Salesforce Connection
final month, I wrote an extra Zacks personal about software. This one changed into titled "The SaaSy Nature of the international economy." My thesis changed into that application improvements had been commonly the most advantageous warning signs of tendencies in business as a result of after the game-changing smartphone, the explosion of the app universe kept developing new classes of capabilities and fully new company fashions (Uber, Airbnb, Snapchat, and so on) that required ever-extra innovations in software.
My top stock decide upon for that record changed into Salesforce.com (NYSE: CRM – Free report ) . right here's what I said...
The $fifty seven billion big of client engagement application is in no way a takeover candidate -- but then who notion LinkedIn become either? In both case, CRM is still viewed because the preeminent chief in the trade, each via Wall road analysts and research firm Gartner.
The stock is expensive on a P/E groundwork but I predict improvements in this area to return from CRM on the price of the competitors as they "stack" features and price for his or her company purchasers. The average fee goal at streetlevel is $ninety three, whereas Goldman Sachs bumped theirs higher to $ninety six initially of February.
CRM reviews on Tuesday 2/28 and that i would buy this Zacks #2 Rank on any weak point in the $70s.
I barely mentioned the company's latest innovation, Einstein, because I failed to fully bear in mind it yet. It become simplest formally launched in late February.
I additionally made a video where I in brief defined the excessive-degree feud between CRM and MSFT, notably after LNKD: SaaSy B2B earnings Are in the Clouds.
I purchased CRM shares ultimate week for the Zacks TAZR dealer service after one other robust salary document and tips on February 28. Two years ago, CEO Marc Benioff become boasting about having develop into the fastest “application” business to $6 billion in earnings, and set on fitting the fastest to $10 billion.
because 2016 closed with $eight.4 billion -- 26% annual growth -- and they are guiding the current fiscal 12 months to $10.2 billion (+21% annual growth), it appears they're on their way.
right through the business's October analyst day, Salesforce updated the measurement of its TAM (total addressable market) to about $70 billion in 2016 and projected a CAGR of 11 p.c to reach $one zero five billion via 2020. they've a number of knowledge to grab greater of that market share.
And while the valuation is a headwind for the inventory -- buying and selling at over 6X earnings -- the premier place in enterprise CRM is undisputed. If anybody can grab extra of that TAM, or not it's CRM.
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transaction fees. These don't seem to be the returns of specific portfolios of shares. The S&P 500 is an unmanaged index. talk over with https://www.zacks.com/efficiency for assistance concerning the efficiency numbers displayed during this press free up.
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