Pre School Learning For Kids (Animals, Birds, Animal Sounds, Fruits, Flowers) Video

The Pre School Video learning series is specially designed for kids to help them learn easily. The live teacher explanation along with computer graphics & animation will keep the kids engaged and make learning easy in a fun way.

THE ROADMAP TO PURSUE MEDICAL PG IN GERMANY

Post graduation courses after MBBS is always a point of worry for Indian doctors. On looking for alternative solutions, they literally have to decide to pursue Medical PG abroad. And at their age, probably, settle down abroad as a MD / MS! One of such destinations where the Indian doctors prefer to pursue medical post graduation in Germany.

PG in Germany after MBBS in India is one of the best options among overseas medical PG options though it is quite complex. Post graduation after MBBS in Germany is pursued by many Indians who tried their best to crack AIPGMEE / NEET PG for 2-4 times and ultimately wished to move ahead by taking a bolder decision in the interest of their passion.

The program to become MD in Germany after MBBS in India is filled with quite a few challenges. First of all, you need to get in touch with the authentic, experienced and knowledgeable overseas education consultant who understands your needs well. The steps are well defined and it takes additional 2 years to study PG medicine in Germany though it ultimately gives an opportunity for PG in Germany.

GERMAN SYSTEM FOR MEDICAL PG IN GERMANY:
There are many medical universities in Germany which surprisingly teach the entire MBBS course completely free of tuition fees. However, the roadmap to medical PG in Germany is under the German medical council and the medical universities of Germany do not come into the picture. An entire roadmap right up to Post Graduate medicine is smooth if you have studied the bachelor level in a medical university in Germany. However, if you are going for MD level directly after MBBS in India, it throws challenges in terms of language learning and the clarity in the system. Accordingly, we always convey to the MBBS aspirants in India to choose a ranked medical university of Germany for a roadmap right up to PG level.

In order to pursue PG in medicine in Germany, the students opt for these options in 2 different ways.

GROUP COUNSELLING (SEMINARS):
MOKSH is going to hold seminars in different parts of India and shall come to your city anytime, DO NOT MISS this golden opportunity to interact with our expert counsellors and get the right advice on your medical career! Click here to register for the seminar!

Also, it is highly advisable to attend one of our Online Counselling sessions on MBBS abroad till PG before attending the seminar as you would have your basics clear since the start! Click here to attend an online counselling session!

PREFERRED ROADMAP FOR MEDICAL PG IN GERMANY:
The doctor would need minimum 6 -8 months prior to the departure to Germany. During this period, generally, the doctors clear A1 and A2 level of the German language. MOKSH provides Free German Language Online classes for its registered students, due to the requirements being:

Learn German Online for A1 and A2 levels for Free (for MOKSH registered students Only).
Get the admission letter from a government approved test and language learning center for TELC B2 and TELC C1 . Normal and standard B2 and C1 level would not be sufficient.
Study the German language up to C1 level in Germany.
Get the confirmed Observer-ship from a German hospital approved by the German Medical Council to pursue Medical PG in Germany. Initially, the observership would be for 1 month only. It would be extended for 6 months and then further if required.
Go through the “Approbation System” meaning registering yourself a German Medical Practitioner with German Medical licensing authorities. (MOKSH would support it through our German office).

The students would have to manage the residency on their own immediately after the observer-ship and completion of the “Aprobation” application (Licensing) Since the student has completed 1 year of Masters program, the student is eligible for 18 months of work search permit officially. Our German office shall support you to get the required Residency but it cannot be guaranteed by us right from the beginning since it depends a lot on:

Language level proficiency achieved by you.
Letter of recommendations received by you during observer-ship.
You would have to pass the Kenntnisprüfung exam (Non competitive).

You must note that you need to open a Blocked account in your own name in a German Bank for an amount of EUR 8,640. This money would be utilized for your living cost for the first year in Germany.

The Visa issuance could be a problem for few people who are not well prepared. Accordingly, MOKSH has designed a more concrete roadmap for post graduation in medicine in Germany. The alternative route provides higher stability and guarantee of the whole program having and fixes every loose end. The costs go up by almost 15 Lacs in this care due to an additional Non-Clinical degree.

ALTERNATIVE ROADMAP FOR MEDICAL PG IN GERMANY:
Few advantages remain if you take an alternative roadmap for 1 year Masters degree in healthcare. instead of only going directly for TELC B2 and C1 level language program. (Taught in English language) During this period, doctors from India can learn the German language up to TELC C1 level while going through the Master level program (It is an upgraded course from MPH – Masters in Public Health since the financial and accounting part to run a hospital is also taught). This roadmap makes them strong contender as well as gives an opportunity for them to remain connected with many hospitals.

You must note that you need to open a Blocked account in your own name in a German Bank for an amount of EUR 8,640. This money would be utilized for your living cost for the first year in Germany.

The Visa issuance could be a problem for few people who are not well prepared. Accordingly, MOKSH has designed a more concrete roadmap for post graduation in medicine in Germany. The alternative route provides higher stability and guarantee of the whole program having and fixes every loose end. The costs go up by almost 15 Lacs in this care due to an additional Non-Clinical degree.

ALTERNATIVE ROADMAP FOR MEDICAL PG IN GERMANY:
Few advantages remain if you take an alternative roadmap for 1 year Masters degree in healthcare. instead of only going directly for TELC B2 and C1 level language program. (Taught in English language) During this period, doctors from India can learn the German language up to TELC C1 level while going through the Master level program (It is an upgraded course from MPH – Masters in Public Health since the financial and accounting part to run a hospital is also taught). This roadmap makes them strong contender as well as gives an opportunity for them to remain connected with many hospitals.

WORK SEARCH VISA FOR GERMANY:
On completion of 1 year Masters program, the Indian doctor can receive the work search permit (Visa extension) for 18 months. This is a standard immigration rule for those who complete the Masters level degree (MHM or MIB) achieved in Germany. The rule allows you to stay back in Germany for this period. MOKSH ensures that the “Approbation” application to issue a license by the German medical authorities is done successfully through its office in Germany. However, the student needs to ensure clearing of the language level as described above in order to pursue PG medicine in Germany.

Based on the recommendation letter received from the doctor while doing the observership and the personal interview at the hospital, the doctor could pursue his residency (Minimum 3 years – but depends on the specialization) in a German hospital. At the end of the residency, he is eligible for the Board certified MD degree by German medical council.

A standard cost of the 1 year Masters program (Non-Clinical) in Germany would be EUR 20,000 per year. Few lower graded private universities also provide options starting from EUR 13,000 per year. This cost apart from the living cost in Germany to the tune of EUR 8,000 would be extra. However, if you are confident, do not spend this extra money. Go for the observership directly once you reach a higher German language proficiency.

Our services include the support to apply you for Work Search Visa to the relevant department in Germany.

ONLINE COUNSELLING SESSION (WEBINARS):
Get Complete information on MBBS Abroad, MBBS in India, How to choose the university, country, Pros & Cons of different countries, PG preparation followed by a Q & A session with doubt clearance and every other possible detail regarding MBBS right up to PG! To get a glimpse of the previous webinars, Click on MBBS Abroad till PG, MBBS in USA till PG, MBBS in Germany till PG to watch. These are the recorded versions.

To register for a live Online counselling session and get all your doubts cleared with the CEO of MOKSH, Click here. You can also subscribe to our channel on Youtube in order to get constant updates on new webinars and videos on MBBS Abroad! Click here to subscribe to MOKSH Webinars!

In case of any error, Call on 7024240963.

AN IMPORTANT POINT:
You may create a PLAN B in case you are not able to get the residency leading to post graduation in Germany after MBBS. Immediately after the observership, the doctor can get a job in the hospital towards management work. You can continue the application for the clinical residency. This gives huge back-up for the doctor and ensures the immigration if required. Further, the cost during the first 2 years of the program is reimbursed in the next 1 to 2 years of residency. The net cost to received MD is ZERO!

COMPARISON OF MEDICAL PG IN GERMANY & MD IN USA:
There are few advantages of this program over doing Medical PG in USA:

To pursue medicine PG in Germany, there is no need to appear for the competitive entrance test like USMLE and if the doctor learns the language and passes the “TestDaf”, it is good enough to ensure Residency. The doctor needs to pass a test called “Kenntnisprüfung” which is a non-competitive for converting their temporary medical license to the permanent medical practice license. The doctors must understand that this exam offers an opportunity for only 3 attempts. In case you can not clear it, you would loose the chance to pursue MD in Germany.
Generally, an Indian doctor thinks of Medical PG abroad, the first choice would be USA. However, the competition to get the residency is much lower in comparison to USA via USMLE exam. Germany has a very stable population. The flow of international students is very low by comparing to USA due to the German language problem.
The doctor pursuing medical PG in Germany would be able to get the specialization of his choice. The options include Neuro / Cardio / Ortho / Radiology etc. While in USA, the international doctors are offered low-interest General medicine, Family medicine or internal medicine as options during residency.
The cost of doing the program in USA is almost 100% more than that of Germany.

Study German Language Program or Study in Germany

Learn German Language Online

FOREIGN LANGUAGE STUDY

Learning a new language for an Indian student is always found to be easier due to the 3 language format adapted in India. It is definitely an added advantage for the students to learn an extra international language. To make it simpler, we have launched many international languages which you can study from home.

In the last 10 years, more and more people have started to study German language course. To learn German Language is definitely a great advantage. The German language learning can give access to many positive aspects apart from tuition free education in Germany. Among many foreign languages online, German and Mandarin is one of our most accepted in Indian market till now.

Why Study German Language.

FREE EDUCATION AT TOP GERMAN UNIVERSITIES.

To study German language or popularly called Deutsche language is definitely an advantage for education. The German system known for its dual education mode (Combination of Theory and Practical) can be accessed absolutely free of cost. Many of Indian students aspiring to do Engineering or Medicine at bachelor and Masters level are currently studying German language to ensure their higher education in Germany. The total cost to study in Germany at government universities is be lesser than Indian colleges. However, you need to complete the German language course. These free of cost German studies at public German institutions are taught in German language. That is the reason we recommend you to study German language online by MOKSH.

BUSINESS & CAREER PROSPECTS
German language is a key language in the European Union and the new economies of Central and Eastern Europe. Learning German improves your chances of success in today’s job market. The German conversation proficiency can help you get a job in German company within Germany or in any other courtiers worldwide.

UNIQUE GERMAN CULTURE
German is a very important cultural language. It was spoken and written by Goethe, Mozart, Beethoven, Freud, Klimt and Einstein, etc. Many other great artists and scientists also have their wisdom written in German language. Today, 10% of all books published worldwide are in the German language. Deutsche language learning helps you to make more German friends and gives you closer insights to German culture.

GROUP COUNSELLING (SEMINARS):
MOKSH is going to hold seminars in different parts of India and shall come to your city anytime, DO NOT MISS this golden opportunity to interact with our expert counsellors and get the right advice on your medical career! Click here to register for the seminar!

Also, it is highly advisable to attend one of our Online Counselling sessions on MBBS abroad till PG before attending the seminar as you would have your basics clear since the start! Click here to attend an online counselling session!

EASE OF COMMUNICATION.
German is spoken by more than 120 million people in Austria, Germany, Liechtenstein, Luxembourg, Switzerland and in parts of Belgium, Northern Italy and Eastern France. However, an authentic German pronunciation would be possible once you stay back in Germany for some time.

ABOUT GERMAN LANGUAGE COURSE.
With more than 120 million German speakers in 8 countries around the world, it is hardly surprising that the actual usage of the German language varies. German is mainly used in 3 countries – Austria, Germany and Switzerland. Historically and linguistically, Standard German language course is taken. It is a mixture of Middle German and High German (Austrian people use it). The German language did not develop out of one regional dialect but was artificially created by poets, philosophers and scholars. Our teachers shall teach standard German language onlne. Acquiring some local slang and local dialect style vocabulary is fun and adds excitement to your German learning experience. However, your main German learning activities will be centered on standard German.

Many German classes are available across the country. The German language is taught in many CBSE schools as well. However, for those who do not have the time to visit the German classes, we have an innovative solution. You can now learn German online. The German lessons are given online by recommended teachers and you can attend them with full flexibility.

The language course is divided into 2 parts:

A1 and A2 level online German course (Duration is around 6 months including exams)
B1 – B2 – C1 level of German language in Germany at a top ranked German Language school (9 Months program)
ONLINE COUNSELLING SESSION (WEBINARS):
Get Complete information on MBBS Abroad, MBBS in India, How to choose the university, country, Pros & Cons of different countries, PG preparation followed by a Q & A session with doubt clearance and every other possible detail regarding MBBS right up to PG! To get a glimpse of the previous webinars, Click on MBBS Abroad till PG, MBBS in USA till PG, MBBS in Germany till PG to watch. These are the recorded versions.

To register for a live Online counselling session and get all your doubts cleared with the CEO of MOKSH, Click here. You can also subscribe to our channel on Youtube in order to get constant updates on new webinars and videos on MBBS Abroad! Click here to subscribe to MOKSH Webinars!

In case of any error, Call on 7024240963.

LEARN GERMAN ONLINE.
Learning German course online has many advantages. It saves a lot of time to travel up to the class. During Online class, you are able to speak back to the teacher and ask questions. Our German language classes are highly interactive. The German online class works very well for Medical practitioners wishing to go to Germany for higher education or corporate executives for flexible learning mode. In case you missed a live lecture, you can also get the recorded version to ensure you do not miss any important part of German lessons.

The German language lessons are taken by the teachers who have completed their own learning till C1 level. The teachers speak German very fluently with the same accents as that of German citizens. The teachers have been specially trained in Germany. Each of our teachers have minimum 3 years of teaching experience for the German language. The German course online program is well accepted among the students and corporate executives.

Our German online course is one of the successful programs. Most of our students are able to cross the mark of 80 Marks in Goethe exam. Further, the students are directly accepted at the next level in Germany. The students learn German online in India up to A2 level and we place them for B1 level in Germany. They go through this transition absolutely smoothly. That surely gives a good indication of the quality teaching of our Online German class.

The German phrases and words are quite long. It is important for the students to practice them constantly. Our German course online shall definitely help you practice well. Your doubt on how to speak German language would diminish as you cross each of the levels. Among other languages online German course has been very popular.



THE GERMAN LANGUAGE LEVELS
The German language is divided in 6 different major levels.
A1 LEVEL
The German for beginners starts at this level. When you study German language at A1 level, you would be able to:

Understand and use everyday expressions with very simple sentences which relate to your daily major needs.
You would be able to introduce yourself to others as well as ask others about themselves
You can participate with German conversation in a simple manner if the person they are speaking to speaks slowly and clearly.
German language basics are cleared in this stage.
If you learn German online, these steps would be easily achievable.
On completing the online German lessons conducted for A1 level, you would appear for GOETHE-ZERTIFIKAT EXAM – A1 LEVEL. Till now, almost 90% of the students who are taught German online by us scored 80 marks and above in this exam.

A2 LEVEL
On clearing the A1 level, you may proceed with the next level to learn German online. During A2 German language course, your aim would be to gain proficiency level such as:

Understanding sentences and commonly used expressions related to your associated circumstances.
understanding and exchanging information familiar & common topics.
explaining the education background and about yourself in simple manner.
On completing the online German lessons conducted for A2 level, you would appear for GOETHE-ZERTIFIKAT EXAM – A2 LEVEL. Till now, almost 86% of the students who are study German online by us scored 80 marks and above in this exam.

B1 LEVEL
The practical German learning starts at this stage. This level would be taught in German language by our teacher. You have the option to learn German online or can proceed to our Germany based language school (Sprachschule). On clearing the A2 level, you may proceed to this next level to learn German online. During B1 German language course, your aim would be to gain proficiency level such as:

You are going to be able to speak standard German language sufficient to encounter during travel
One will be able to converse topics of personal interest with mid level of fluency & limited German language vocabulary.
The students are able to report and describe personal interest and smaller interactions in German language..
Your German conversation may share dreams and goals by making short statement and explain plans.
On completing the online German lessons conducted for B1 level and completion of this online German course, you would appear for GOETHE-ZERTIFIKAT EXAM – B1 LEVEL. Till now, almost 80% of the students who are taught German online by us scored 80 marks and above in this exam. However, we recommend all the students to learn Deutsche language at B1 level within Germany, if you are looking for education in Germany in future. This would help you to interact with the local German citizens and the results of scoring high is 100% due to dedicated German language learning. However, you may choose online German lessons

and move to Germany at B2 level.

TELE – COUNSELLING:
MOKSH has an extremely knowledgeable and experienced team of MBBS counsellors who have an expertise in a specific topic like MBBS in Russia, China, USA, Ukraine, Germany, etc right up to PG. You can be in touch with one of the counsellors constantly via phone calls, SMS, Whats app, Emails, etc and they shall be there to solve your doubts and help you carve the right path towards your MBBS journey!

You can call on,

9699360370 for MBBS Abroad like Russia, China, Ukraine, Georgia, Poland, Kyrgyzstan, etc ( if you have a budget in the range of Rs. 15lacs and above)
8082143550 for MBBS in USA right up to PG ( If you have a budget of Rs. 60-70 lac)
8291922514 for PG in Germany
B2 LEVEL
The practical German learning starts at this stage. This level would be taught in German language by our teacher. You have the option to learn German online or can proceed to our Germany based language school (Sprachschule). On clearing the B1 level, you may proceed to this next level to learn German online. During B2 German language course, your aim would be to gain proficiency level such as:

You are going to be able to understand complex texts on concrete and abstracts topics
One will be able to converse the primary area of interests and specialization in life and allow fluency to speak German language.
You would be able to conduct German conversation fluently without much efforts.
Your German conversation may share your personal opinions with benefits and drawbacks as per you after learning Deutsch language.


On completing the online German lessons conducted for B2 level, you would appear for GOETHE-ZERTIFIKAT EXAM – B2 LEVEL. However, we suggest all the students to learn Deutsche language at B2 level within Germany. You may contact MOKSH counselor to know these German lessons in Germany. This would help you to interact with the local German citizens. However, you may choose online German course and move to Germany at C1 level. B2 level is basically divided into B2.1, B2.2 & finally B2.3 sub levels. Only after completion of these 3 levels, you would be in a position to appear for B2 level Goethe exam.

C1 LEVEL
The practical German learning almost completes at this stage. Our teacher will teach this level in German language. You have the option to learn German online or can proceed to our Germany based language school (Sprachschule). On clearing the B2 level, you may proceed to this next level to learn German online. During B1 German language course, your aim would be to gain proficiency level such as:

The student learning German would understand a wide range of challenging, longer texts & grasp implicit meanings.
German language learner can express spontaneously and fluently without having to search for words.
Can use the language effectively and flexibly in his/her social and professional life or in training and studies.
Can make clear, structured and detailed statements on complex topics and apply various means of text association appropriately in the process.


On completing the online German lessons conducted for C1 level, you would appear for GOETHE-ZERTIFIKAT EXAM – C1 LEVEL. However, we suggest all the students to learn Deutsche language at C1 level within Germany. You may contact MOKSH counsellor to know these German lessons in Germany. This would help you to interact with the local German citizens. However, you may choose online German course and move to Germany at C1 level.

C2 LEVEL
The practical German language learning completes at this stage. our teacher in Germany will teach this level in German language. During C2 German language course, your aim would be to gain proficiency level such as:



You can effortlessly understand practically everything you hear or read.
Can summarize information from various written and spoken sources, logically recounting the reasons and explanations.
The students can express spontaneously with high fluency and precision.
Also make finer nuances of meaning clear in more complex topics.
Absolutely last level for Spoken, Reading and Hearing German language!
TESTDAF
The TestDaF is an advanced-level language exam. It covers levels B2 to C1 on the six-level scale. It is designed as per the competence laid down in the Common European Framework of Reference for Languages (CEFR). Due to the standardization, it is accepted by all German universities and institutions of higher education as evidence of the language skills needed to gain admission to study in Germany. No specialist knowledge is required. So start your journey and learn German online for A1 level. After all, you would find that the German language is not such a difficult task to master and the fruits of learning are really great!

CERTIFICATE AND DIPLOMA AWARDED FOR GERMAN LANGUAGE COURSE.
A requirement for universities and an advantage for many jobs, having an internationally recognized certificate proving your German language skills is a must.

OSD-Grundstufe Deutsch, GD: A certificate for learners whose German language skills comprise communication in private and professional situations on an elementary level.
European Framework*: Level A2 / Waystage
Zertifikat Deutsch, ZD : The Zertifikat Deutsch is a joint certificate of OSD, the Goethe Institute, WBT, EDK and University of Fribourg. This certificate is widely recognized by conservatories as entrance examination and by employers as sufficient evidence of proficiency in German and improves your chances of success on the job market.
European Framework*: Level B1 / Threshold
For university entrance you will need one of the following certificates – check specific requirements with the university of your choice!

‘DSH’ and ‘TestDaF’ : You can take the ‘DSH’ (“Deutsche Sprachprüfung für den Hochschulzugang ausländischer Studienbewerber”) in Germany and at some other licensed centers.
‘TestDaF’ stands for test in German as a foreign language (‘Test Deutsch als Fremdsprache’) and is an equivalent of the ‘DSH’.

‘ZMP’ : ZMP stands for ‘Zentrale Mittelstufenprüfung’ and is accepted by some German universities as sufficient proof of your German language proficiency.
OSD Mittelstufe, MD: The candidate is supposed to be able to handle subjects beyond everyday situations. Not only linguistic, but also pragmatic and intercultural knowledge is expected. The OSD-Mittelstufe examination is recognized by Austrian and most German universities as fulfilling language entrance requirements.
European Framework*: Level C1 / Effective-proficiency

PERSONAL COUNSELLING:
MOKSH has its branch offices in 12 cities of India now so there is no need to travel all the way to the Mumbai Head office for a personal counselling! You can still do so if you wish though. To get to a MOKSH office in your own city for a free personal counselling session on MBBS Abroad right up to PG in USA/ Germany, You call on 9699360370 and our counsellor shall arrange a Personal counselling session in your city or the closest location to you.

SCHOLARSHIP TEST:
MOKSH holds an Online Scholarship Test every year where in the students get the NEXT Online Coaching on a huge discount or even 100% scholarship which otherwise costs more than Rs.1, 25,000. It is a 360 marks MCQ test focused on the 12th Board exams syllabus. If a student scores 180 marks and above, he shall avail of 50% discount on the Online NEXT exam coaching and if a student scores 300 marks and above, he is eligible for 100% scholarship and shall get the coaching free of cost!

The students who register with MOKSH for MBBS Abroad get a higher priority in the scholarship test. You can call on 9699360370 to get further information on the scholarship test of 2018!

Data Science Success All About the Models, Domino Says

Forget about being “data driven.” What you really want to be is “model driven,” according to the CEO of Domino Data Lab, which today unveiled its new vision for elevating the predictive model as the single most important asset driving success in data science organizations.

Nick Elprin co-founded Domino Data Lab with two colleagues, Chris Yang and Matthew Granade, at the height of the big data boom in 2013. With experience working as quants in the financial services industry, the founders were eager to build a platform that could help organizations build systems to leverage their data to gain a competitive edge, no matter the industry.

At first, Domino focused on lowering the barrier separating data scientists from utilizing parallel computational infrastructure. At some point, it started calling its product a “data science platform” that eased the development and deployment of predictive models that employ machine learning algorithms. Greasing the wheels for collaboration and ensuring the reproducibility of models among data scientists was the next big thing for Domino.

Somewhere along the way, the company’s leaders felt the message and the goals were missing the mark. They witnessed how companies in the wider world were not getting good returns on their data science investments, despite hiring expensive data scientists who could wield the latest algorithms on massive amounts of data collected.

So about a year ago, the leadership took a step back to think about what was going wrong. An answer began to emerge, and it revolved around models. “My assessment is they’re often missing the key observation of what makes data science so different and so powerful,” Elprin told Datanami. “Our view on that is a notion of the model as the core asset, the principle output of data science work.” It’s the treatment of models – not how data, software, or hardware are utilized – that differentiates the organizations that are the most successful at data science from the ones who are spinning their wheels, according to Elprin. The CEO cited a 2017 McKinsey survey that found only 20% of companies were making extensive use of models, but were experiencing profits 10% higher than those who don’t.

“What’s going to become clear over the next few years is being model-driven, as opposed to being data-driven, is going to become the new currency of competitive advantage,” he said. “Companies that are successful in getting value of data science treat models as a new type of business asset.”

With that insight in mind, Domino went back and looked for patterns in how its own customers were putting models to work. The company identified what works for data science and could become best practices, and patterns of behavior that ultimately led to failure.

A key insight emerged: the most successful companies treat models very differently than how they treat data and software. “The way that they build models, develop models, deploy models, manage and have governance around models, and the way they create technology infrastructure systems to support models —  those are very different than what they’ve done for past eras around setting up systems for data or setting up systems for software,” Elprin said.

That led Domino to identify three critical properties of models that make them distinct form other types of business assets.

First, the raw materials that data scientists use to create models are different from other business assets. “Models require computationally intensive algorithms and that’s why you see this growing need for elastic scalable compute, for specialized hardware like GPUs,” he said. “Those are things that software engineering teams don’t normally need, and also that data platform and data teams don’t really require.” Another critical raw material for model development is the open source ecosystem. “There are new tools, new packages, or updated packages coming out every day around, especially around Python and R,” Elprin said. “If a company is trying to compete and have the best most innovative models, they need ways to have data scientists have access to that very rapidly evolving ecosystem without stifling their flexibility.”

The second property that differentiates models from other types of software development is the process. “Models are inherently built in a research process, and a research process is experimental, emergent, and exploratory, and that’s very different from software and it’s very different from data ingest systems,” Elprin said.

A data science team developing models might try hundreds of ideas before finding one that works, and that’s just fine, but it does create different requirements. “Teams developing models need different capabilities to facilitate rapid experimentation and rapid exploration so they can drive breakthroughs,” Elprin said. “In software, it’s about de-risking and driving to clarity of requirements. In models, it’s about rapid experimentation, trying many ideas as fast as possible.”

The third critical property of models to keep in mind is how they behave. In software engineering, there is typically a specification that developers aim for, and tests that can confirm whether the spec has been met. There’s nothing of the sort when building predictive models.

“Models are probabilistic. They don’t have a correct answer. They just have better or worse answers when they’re alive in the real world,” Elprin said. “What that means is organizations need new ways for quality control, monitoring, governing, and reviewing models to ensure safety and expected behavior.”

When you add it all up, the requirements for succeeding with models point to the need for a dedicated discipline, Elprin said. The current product category that encompasses this idea – the data science platform – is insufficient for the emerging requirements around data science models. “Either how people define data science platform needs to change or I think people are going to talk about something much broader, like a model management platform,” he said.

Domino is talking about its new Model Management framework today at Rev, its annual conference that’s taking place this week in San Francisco. While the company hasn’t yet shipped any new bits that improve the management of models in its flagship data science platform, conference attendees will see demos of new functionality that’s coming down the pike, Elprin said. “We have a bunch of stuff that’s in development,” he said.

For now, Domino’s framework is mostly words and ideas, but over time it will be fleshed out with real capabilities that let organizations treat models as the critical business assets that Domino leaders believe they are. “The next era of winners in business are going to be companies that figure out how to be model driven, how to put models at the heart of their business,” Elprin said. “That’s what model management is all about.”