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In September 2018, IBM introduced a brand unusual product, IBM Db2 AI for z/OS. This synthetic intelligence engine displays records entry patterns from executing SQL statements, makes expend of desktop gaining knowledge of algorithms to opt for premiere patterns and passes this tips to the Db2 question optimizer to breathe used by using subsequent statements.laptop researching on the IBM z Platform
In may of 2018, IBM introduced version 1.2 of its laptop learning for z/OS (MLz) product. here's a hybrid zServer and cloud utility suite that ingests efficiency data, analyzes and builds fashions that characterize the fitness popularity of a considerable number of indicators, screens them over time and provides actual-time scoring capabilities.
a number of facets of this product providing are aimed at helping a group of model developers and bosses. as an instance:
This machine gaining knowledge of suite turned into at first aimed at zServer-based analytics purposes. one of the first obtrusive choices turned into zSystem efficiency monitoring and tuning. system administration Facility (SMF) facts that are immediately generated by passage of the working system provide the uncooked records for gadget resource consumption equivalent to primary processor usage, I/O processing, recollection paging and so on. IBM MLz can bring together and store these information over time, and build and instruct models of device conduct, score those behaviors, identify patterns no longer simply foreseen by means of people, strengthen key efficiency symptoms (KPIs) and then feed the mannequin results returned into the materiel to influence system configuration adjustments that may better efficiency.
The subsequent step became to Put in coerce this suite to resolve Db2 performance data. One answer, called the IBM Db2 IT Operational Analytics (Db2 ITOA) solution template, applies the laptop getting to know know-how to Db2 operational records to gain an figuring out of Db2 subsystem health. it may possibly dynamically build baselines for key efficiency indications, provide a dashboard of these KPIs and provides operational corpse of workers true-time insight into Db2 operations.
whereas habitual Db2 subsystem efficiency is a vital component in ordinary application health and performance, IBM estimates that the DBA aid corpse of workers spends 25% or more of its time, " ... fighting access direction problems which intuition performance degradation and service influence.". (See Reference 1).AI involves Db2
consider the plight of modern DBAs in a Db2 atmosphere. In modern IT world they acquire to serve one or greater huge data purposes, cloud application and database functions, application installation and configuration, Db2 subsystem and application efficiency tuning, database definition and management, catastrophe recovery planning, and greater. query tuning has been in existence in view that the origins of the database, and DBAs are continually tasked with this as neatly.
The heart of query path evaluation in Db2 is the Optimizer. It accepts SQL statements from purposes, verifies authority to entry the records, experiences the places of the objects to breathe accessed and develops a listing of candidate records access paths. These entry paths can encompass indexes, table scans, numerous desk join strategies and others. in the information warehouse and large statistics environments there are usually further choices attainable. One of these is the existence of abstract tables (now and again called materialized question tables) that involve pre-summarized or aggregated records, therefore allowing Db2 to evade re-aggregation processing. yet another alternative is the starjoin access path, mediocre within the information warehouse, the position the order of desk joins is modified for efficiency reasons.
The Optimizer then studies the candidate access paths and chooses the access course, "with the bottom charge." freight during this context skill a weighted summation of useful resource usage including CPU, I/O, recollection and other resources. ultimately, the Optimizer takes the lowest cost entry path, shops it in recollection (and, optionally, in the Db2 directory) and begins access route execution.
big facts and statistics warehouse operations now encompass application suites that enable the commerce analyst to build expend of a graphical interface to build and exploit a miniature data mannequin of the information they want to analyze. The programs then generate SQL statements based on the users’ requests.
The vicissitude for the DBA
to breathe able to achieve first rate analytics on your distinctive information retailers you exigency a superb understanding of the records requirements, an realizing of the analytical services and algorithms obtainable and a high-performance statistics infrastructure. unfortunately, the quantity and placement of statistics sources is increasing (each in size and in geography), statistics sizes are growing, and purposes continue to proliferate in quantity and complexity. How may still IT managers aid this atmosphere, specially with the most skilled and ripen personnel nearing retirement?
consider likewise that a substantial piece of cutting back the total freight of ownership of those techniques is to rate Db2 functions to Run quicker and extra correctly. This continually interprets into using fewer CPU cycles, doing fewer I/Os and transporting less information throughout the network. on the grounds that it's commonly problematic to even identify which functions might edge from performance tuning, one approach is to automate the detection and correction of tuning considerations. here is the position computer learning and synthetic intelligence can breathe used to top notch impact.Db2 12 for z/OS and synthetic Intelligence
Db2 edition 12 on z/OS uses the computing device learning facilities outlined above to accumulate and store SQL query textual content and entry path details, in addition to genuine performance-linked ancient assistance corresponding to CPU time used, elapsed times and outcome set sizes. This providing, described as Db2 AI for z/OS, analyzes and outlets the information in computing device learning fashions, with the model analysis outcomes then being scored and made available to the Db2 Optimizer. The subsequent time a scored SQL observation is encountered, the Optimizer can then expend the mannequin scoring records as input to its access route option algorithm.
The outcome may still breathe a reduction in CPU consumption because the Optimizer uses mannequin scoring input to pick better entry paths. This then lowers CPU expenses and speeds application response times. a significant talents is that the expend of AI software doesn't require the DBA to acquire information science capabilities or profound insights into query tuning methodologies. The Optimizer now chooses the most fulfilling entry paths based now not best on SQL question syntax and statistics distribution statistics but on modelled and scored ancient performance.
This can breathe primarily vital in case you shop data in varied places. for instance, many analytical queries against large information require concurrent access to obvious statistics warehouse tables. These tables are frequently known as dimension tables, and they comprise the records elements continually used to handle subsetting and aggregation. as an example, in a retail environment accept as apt with a table called StoreLocation that enumerates each reserve and its vicinity code. Queries in opposition t store income statistics may likewise exigency to aggregate or summarize sales through vicinity; therefore, the StoreLocation desk can breathe used by some substantial information queries. in this environment it is typical to select the dimension tables and copy them continually to the huge data utility. within the IBM world this region is the IBM Db2 Analytics Accelerator (IDAA).
Now believe about SQL queries from both operational purposes, information warehouse clients and substantial facts company analysts. From Db2's viewpoint, eachandevery these queries are equal, and are forwarded to the Optimizer. despite the fact, within the case of operational queries and warehouse queries they should still absolutely breathe directed to entry the StoreLocation desk within the warehouse. then again, the question from the commerce analyst against huge records tables should likely entry the replica of the desk there. This results in a proliferations of abilities access paths, and more labor for the Optimizer. luckily, Db2 AI for z/OS can supply the Optimizer the tips it needs to build smart access route decisions.how it Works
The sequence of events in Db2 AI for z/OS (See Reference 2) is frequently privilege here:
There are additionally various user interfaces that supply the administrator visibility to the popularity of the gathered SQL remark performance facts and model scoring.summary
IBM's desktop studying for zOS (MLz) offering is getting used to tremendous impact in Db2 edition 12 to enrich the performance of analytical queries as well as operational queries and their linked functions. This requires administration attention, as you should determine that your commerce is prepared to devour these ML and AI conclusions. How will you measure the expenses and merits of using laptop learning? Which IT champion group of workers acquire to breathe tasked to reviewing the outcomes of mannequin scoring, and perhaps approving (or overriding) the effects? How will you evaluate and justify the assumptions that the utility makes about entry path selections?
In other phrases, how well were you awake your records, its distribution, its integrity and your existing and proposed entry paths? this can examine where the DBAs disburse their time in supporting analytics and operational utility performance.
# # #
John Campbell, IBM Db2 unusual EngineerFrom "IBM Db2 AI for z/OS: raise IBM Db2 utility efficiency with laptop gaining knowledge of"https://www.worldofdb2.com/pursuits/ibm-db2-ai-for-z-os-boost-ibm-db2-utility-efficiency-with-ma
Db2 AI for z/OShttps://www.ibm.com/support/knowledgecenter/en/SSGKMA_1.1.0/src/ai/ai_home.html
IBM unveiled a brand unusual version of its flagship information integration product -- IBM InfoSphere suggestions Server eight.5 -- at its advice on claim convention closing week in Las Vegas. substantial Blue additionally took the wraps off the latest edition of its mainstay database management device, IBM DB2.
SearchDataManagement.com became on the convention and sat down with Bernie Spang, IBM’s director of guidance management product method, to rate greater details in regards to the unusual releases. Spang talked about the legacy of InfoSphere tips Server and DB2’s unusual capabilities, and he explained some of the the explanation why IBM is so attracted to buying information warehouse materiel vendor Netezza. listed here are some excerpts from that conversation:
could you give me a short historical past lesson on the IBM InfoSphere product line?
Bernie Spang: It definitely has multifaceted origins. The information stage and exceptional stage, cleaning and ETL capabilities forward from the Ascential acquisition a few years ago. The federation and replication capabilities that are a piece of InfoSphere counsel Server acquire a legacy again in IBM under different names at diverse instances.
What are one of the crucial unusual capabilities in InfoSphere assistance Server 8.5?
Spang: some of the exciting issues in regards to the InfoSphere advice Server is the implement set that comes along with it for accelerating the construction of integration jobs, in addition to unusual fast-track capabilities and unusual company thesaurus capabilities [that] allow the collaboration between company and IT on what the meaning of facts is and how it flows together.
what's the brand unusual InfoSphere Blueprint Director?
Spang: That offers clients the skill to trap the optimal practices for designing and pile and laying out an integration job to build positive that you’re basically in response to enterprise needs and you’re pulling the remedy tips together except they’re within the approach. It’s an extra layer of collaboration that we’ve built into the product, and it enables clients to peer the noteworthy metrics associated with every piece of statistics as it moves during the system.
What does Blueprint Director loom to breathe to the conclusion consumer?
Spang: It’s a visible ambiance where you’re laying out the mixing and you’re defining it after which which you could expend the quickly-music skill to generate the ETL jobs. It’s that visible toolset for defining your integration venture. And it ties with the enterprise thesaurus, where the company clients and IT are agreeing on the definition of terms.
What facets acquire you added in the unusual edition of DB2?
Spang: IBM DB2 edition 10 is a unusual product that we’re offering this week. [It offers] out-of-the-field efficiency advancements as much as 40% for some workloads [and] more suitable scalability. The different wonderful thing is a unusual capability that we’re calling DB2 time trip query – the potential to question information within the present, during the past and in the future. in case you’ve loaded suggestions, dote unusual pricing counsel for next quarter, which you can achieve queries as if it had been subsequent quarter. if in case you acquire company agreements or policies which are over a time period, that you may achieve queries sooner or later and basis it on how the policies should breathe in impact at the moment. companies already achieve this today, but generally by writing software code. by means of pushing it down into the database application, we’re greatly simplifying the technique and greatly decreasing the volume of code.
IBM is in the system of acquiring Westboro, Mass.-based information warehouse appliance supplier Netezza and its container programmable gate array processor expertise. What precisely is the expense of this know-how?
Spang: Processing pace is accomplishing the legal guidelines of physics [in terms of its] capacity to proceed to grow, while on the identical time the should process extra guidance and achieve extra transactions is starting to breathe unabated. So how achieve you rate these next-generation performance improvements? you set the items together and tremendously optimize them for selected workloads. That skill you exigency to acquire the utility optimized for the hardware even eachandevery the passage down to the processor degree. The box programmable gate array allows you to basically application at a chip level, [and that leads to] a lot greater speeds than having it written in software running on a normal-purpose processor.
October 17, 2007 15:15 ET
integrated solution From IBM and Lighthouse Meets Regulatory Compliance Challenges
LAS VEGAS, NV--(Marketwire - October 17, 2007) - IBM tips on claim conference -- Northeast Utilities (NU), unusual England's greatest utility system, has chosen an integrated records administration retort from IBM (NYSE: IBM) and Lighthouse laptop capabilities, Inc., to fulfill its growing variety of records management, e-mail archiving and compliance necessities.
The integrated statistics management device will champion NU reply to litigation and e-discovery regulatory compliance requirements by means of improved managing, securing, storing and archiving e mail messages and digital facts.
"Northeast Utilities looks to proceed the momentum pitiful ahead as their unusual records counsel management program evolves into a robust and a hit program. The synergies constructed with their IBM commerce confederate Lighthouse laptop functions, and their technically adept in-condo crew, acquire enabled us to correctly deploy and configure IBM's RM utility equipment. we're laying down a sturdy basis to achieve their strategic enterprise desires," pointed out Greg Yatrousis, Northeast Utilities' IT Product supervisor.
The newly carried out information administration materiel is expected to abate NU's operating fees through decreasing the time and pains vital to retrieve information. The materiel likewise will lead NU's facts and counsel management guidelines by using picking the category and structure of corporate records, monitoring compliance with commerce and legal retention necessities for records, determining the custodians of record classes, and enforcing subject protection requirements and user access according to legal and enterprise necessities.
The IBM application enabling NU to build expend of suggestions as a strategic asset comprises: IBM DB2 content manager, IBM DB2 statistics supervisor, IBM DB2 document manager, IBM WebSphere counsel Integration, IBM CommonStore, IBM DB2 content material supervisor records Enabler, IBM content material supervisor On Demand.
About Northeast Utilities
Northeast Utilities operates unusual England's largest utility gadget serving greater than two million electric and herbal gas valued clientele in Connecticut, western Massachusetts and unusual Hampshire. NU has made a strategic choice to focus on regulated enterprise opportunities. For greater information talk over with www.nu.com
About Lighthouse computer services
Lighthouse desktop functions is a depended on IT marketing consultant to leading organizations privilege through the northeast. Lighthouse is an IBM Premier enterprise partner, and positioned number 228 in VARBusiness 2007 rating of the top 500 IT solution issuer establishments in the u . s .. Lighthouse is likewise winner of IBM's 2006 Beacon Award for habitual Technical Excellence in a company accomplice. For more information visit www.LighthouseCS.com.
For more counsel on IBM's commerce content material management choices, visit http://www-306.ibm.com/software/facts/cm/
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I recently finished Stanford’s excellent free on-line course Introduction to Databases with Jennifer Widom. The course is a broad survey of database technology including XML, Relational Database Management Systems (RDBMS) from many angles (SQL forms the centerpiece of the course), OLAP (OnLine Analytical Processing) and NoSQL.
I was very impressed with the breadth of Widom’s approach to the subject: it was a major intuition I decided to disburse time on the course. Another power is its nuts-n-bolts approach: some theoretical topics are covered but for the most piece this is a course for practitioners. Finally, I particularly appreciated the extensive expend of FOSS (Free and Open Source Software) in the course.
Why study databases? I will merely instruct that data is a core implement pervading the information resources of modern civilization. Databases are where data is housed. For example, the data constituting this blog is stored in a database and the selfsame can breathe said for much (if not all) of the Internet. Databases are a profoundly vital, substantial picture subject.
Widom’s course is still open for enrollment in “archival mode” meaning you can watch the videos, labor through the exercises, quizzes and exams, and track your progress, but the deadlines acquire expired and no more “Statements of Accomplishment” will breathe awarded (at least until the course is offered again). To complete the simple enrollment meander to db-class.org and start learning about databases with FOSS today!
Although the course is broadly useful for anyone wanting to learn the basics of databases from a broad perspective, I organize it to breathe particularly trustworthy for learning about the FOSS tools that can champion database systems. So let’s start there.FOSS Tools Covered
For traditional RDBMS, the course uses PostgreSQL, SQLite, and MySQL. Widom mentions some limitations of each database (DB) in regards to the SQL (Structured Query Language) criterion including principal distinctions about using each system with triggers, transactions (PostgreSQL has the best support), Views (MySQL uses updatable views whereas PostgreSQL & SQLite expend triggers to modify views), recursion (only PostgreSQL and only in newer versions), and OLAP (only MySQL supports with rollup).
On the XML side, I learned xmllint and SAXON for XML validation, querying and transformation. The course covers the basics of DTDs, XML Schema, XPath, XQuery and XSLT. I used xmllint, saxonb-xquery, and saxonb-xslt to labor through the exercises (the searchable existent questions mp;A forum provides usage details).
Finally, for NoSQL there are two videos which survey the condition of the art. There is some depth on the Map Reduce framework provided by Hadoop. Several other FOSS systems are briefly discussed: Cassandra, Voldemort, CouchDB, MongoDB, and more. The NoSQL portion of the course is a trustworthy overview of the technology, but there are no exercises and hence microscopic depth of a concrete nature.
From a FOSS perspective, the course is exquisite: FOSS utilities were front and hub for the duration and some guidance in using these tools is provided. serve was readily available: I answered a few questions in the existent questions mp;A forum to serve people overcome hurdles and I used its search feature to overcome some of my own. In sum, studying this course will give you the lay of the land for FOSS database technology including some advice about the limitations and strengths of its best database tools.Stanford’s innovative platform for free on-line video courses
I am a substantial fan of so-called Open Educational Resources (OER) including free on-line video courses. Stanford’s Databases course is the 12th I’ve completed, but only the second in which I did a “deep dive” by reinforcing learning with exercises, quizzes and exams. In general, I expend OER video courses as edutainment as I usually find the extra labor too time-consuming: my goal is to broadly understand how the world works, not to build expertise in every matter I study! So, conceptually, I prefer the traditional contour of video courses pioneered by MIT’s OpenCourseWare which in contrast with Stanford’s unusual approach might breathe called archived courses. Archived courses build the material available without (m)any companionable tools. So, working through the materials in traditional OER courses usually requires extra self-discipline and commitment (unless you just watch the videos for fun as I often do).
Stanford’s OER system, online at coursera.org, builds on the basic concept of OER video courses by adding deadlines, interactive feedback from automatically evaluated work, and some, including the Databases course, proffer the skill to rate a “Statement of Accomplishment” for demonstrating basic proficiency. It is precisely these companionable enhancements that makes Stanford’s initiative so noteworthy. Together these companionable tools provide a shared undergo with a clear set of tasks for a cohort of students working through the course at the selfsame time.
The extra interactivity and the focus of deadlines give the Stanford approach to OER a special excitement and sense of goal accomplishment which is absent in archived courses. Even though I prefer the archived courses whose videos can breathe more entertaining than Stanford’s tutorial-focused approach, I acquire to admit I was enthralled by the deadlines: they kept me focused. It should breathe emphasized that Stanford’s courses dote the more traditional OER archival courses can breathe pursued at a pace that suits your time and interest: there’s no imperative to supervene the deadlines or rate kudos for accomplishments.How I used the course materials
Although I acquire been using databases professionally for many years, I had not read nor studied the matter in any depth previously. I decided to select this opening for a profound dive. Widom’s Databases course includes a simple enrollment process, tutorial-style videos (for download or in a browser with flash support), automatically graded exercises, quizzes, and exams each with difficult deadlines, a Course Materials section with many goodies, Optional Exercises, a FAQ, a existent questions mp;A forum, and a “Statement of Accomplishment” from the instructor if you completed a substantial portion of the coursework by the deadline (6,513 of the 91,000 students enrolled in the plunge 2011 Databases course earned one; here is mine).
First, I watched each video twice taking circumstantial handwritten notes on the second viewing (22 pages worth!). I then checked the flash version of the videos which often included inline questions that were very useful (Stanford’s flash video viewer is the best I’ve seen: it even supports speeding up the video by 1.2 or 1.5 times while automatically adjusting the pitch!).
Then I worked through the quizzes and exercises. One nice feature of both was that you could attempt them many times. Different variants were provided to many of the quiz questions to build it harder to apply a blind affliction and error approach and you can continue to labor on them after getting them eachandevery remedy (which might breathe useful as a passage to rehearse for the exams or to survey if you remember anything of the course when you check back in 1 or 10 years). I organize the quizzes and exams to breathe very challenging and not so rewarding. Of course some mastery is required and acquired from the quizzes and for other learning styles they may prove more valuable than they were for me: referee for yourself.
The course included many supplementary exercises to provide extra practice. I used them for Relational Algebra and they were very helpful. However due to time constraints, I was unable to expend them further. Most of my time was spent working through the exercises. I did eachandevery the exercises in an xterm window running sqlite, psql, xmllint, saxonb-xquery, or saxonb-xslt and pasting the results into the query workbench. This allowed me to really undergo the FOSS tools “in the wild” which gave me a sturdy sense of their ins and outs. For me the interactive exercises were fantastic: they really helped me learn the material by directly engaging my problem solving faculty. They were dote a existent project with deadlines! Although I occasionally got ruffled with some of the difficult ones, they were engaging and fun!
Although the course web site is very simple and well-designed, it was still viable to acquire vicissitude finding some of the gems provided for the students. For example, it took me awhile to find the code used in the demos (which was extremely useful by the way): the Course Materials section of the site has eachandevery the goodies you exigency but you acquire to mouse over the icons to survey treasures that loom hidden at first (remember to privilege click to download). likewise searchfor carefully at the prescripts or postscripts affixed to some sections: more treasures.
The existent questions mp;A forum was helpful for finding things that were not at first apparent. A yoke of times I scoured the Internet or Wikipedia looking for other angles on the material to understand a point I was struggling with. eachandevery labor for the class is “open book”, so I only prepared for the exams by simply reviewing my notes.Advice for students
I recommend taking the course now even though the deadlines acquire expired. Feel free to skip any piece of the course that your interests, time constraints, and patience warrant. If the course is ever offered again, you will already know much of the material which should serve you rate a “Statement of Accomplishment”. If not, you will better understand a broadly useful, principal and gripping subject.
If you want to achieve a “lite” version of the course, I recommend skipping the quizzes and exams. In addition, many of the topics can breathe skipped if you are short on time or find them uninteresting. To her credit Jennifer Widom recommended as much in her screen side chats which provided a wonderful human dimension to the course. Although some of the material is cumulative, there are several parts of the course for which skipping is a existent option. For example, the Relational Algebra (I thoroughly enjoyed doing those exercises!!!) and the Relational Design Theory topics are, I think, less principal especially if you just want to acquire basic DBA skills. I deal with enough XML, that I organize that piece of the course extremely useful, but I can imagine someone who just needs SQL might skip those parts. This is a free course: you can breathe creative in how you expend the materials so that you rate what you want out of it!
I recommend doing the exercises associated with each topic (some did not acquire exercises). Some of them are quite challenging and some took me quite a bit of time. If necessary, skip some of the harder ones. If time is really pressing, just watch the videos that particularly interest you: remember this is a free resource: you can tailor your labor on the course in whatever passage suits your interests and time.
I did not buy nor borrow a textbook for the course (I was very impressed that Widom prepared reading assignments for four divorce texts in the Course Materials sections of the site. Wow, that must acquire been a lot of work!). Having been through the course, I deem a text is unnecessary for most students. You may find a few topics that are difficult for you or for which the videos were insufficient to master the material. Since textbooks are more comprehensive and more detailed, they could serve fill in the gaps. In particular diligent students may want a text. I prefer to learn iteratively, that is, I would prefer a shallow course today and another later that goes in more depth (I might even prefer to select two lite courses to build my mastery of a matter by degrees). But if you want a more complete undergo now, then by eachandevery means rate a textbook and dig in!Other OER Database Resources
In addition to the OER resources below, I organize occasion to reference Widom’s course site for Stanford students in the allied CS145 Introduction to Databases and her colleague Jeff Ullman’s offering of CS145 from Autumn 2002. MIT OCW has 6.814/6.830 on Database Systems which looks a bit too advanced for an introductory course and MIT OCW has 1.264J/ESD.264J Database, Internet, and Systems Integration Technologies which I organize useful to supplement Widom’s course (especially for Relational Design Theory). Finally, the Indian Institutes of Technology (IIT) has a complete video course (with 43 videos totaling 40 hours and 17 minutes) on Database Management Systems or watch its YouTube playlist (I did not searchfor at these videos, but I’ve seen other IIT material and they are usually very informative and accurate).Conclusion
Stanford’s exciting unusual system for on-line courses is remarkable in its expend of companionable tools to engage students. This is a boon to the OER movement! In today’s rapidly changing world, refreshing and expanding one’s skills is essential to apprehending the needs and opportunities that abound if you are inquisitive enough!
I’m hooked! Although I still cherish and will continue to expend archived courses, I will breathe checking to survey if Stanford has any courses of interest regularly from now on! I’ve signed up for several of Stanford’s offerings (there are 16 of them!) for Winter term with the purpose of “dropping” or doing a “shallow dive” (maybe just watch a few videos and achieve some exercises as interest permits). But I am eying the Model Thinking course for a viable profound dive. To survey the full list of offerings meander to Class Central: Summary of Stanford’s online course offerings and plan your learning for the Winter term which starts next Monday, January 23rd!
Stanford’s plunge 2011 edition of Introduction to Databases was a noteworthy course! Kudos to Jennifer Widom and everyone at Stanford who made this possible.
If you haven’t started or finished it yet, head over to db-class.org now and rate to it! It is one of the best resources on the Internet for learning about databases. Moreover, it includes the special capitalize of covering a broad compass of principal FOSS database tools.Other Reviews of Widom’s Databases Course
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