Introduction
As described in the introductory post, the implementation being described is not managing an ‘enterprise level’ portfolio. Before delving into the operation of the portfolio kanban, it’s important to understand the functional design of the group.
They operate a “Business Intelligence Centre of Excellence (COE)”, and the relevant operational units within the COE are as follows:
We need one last piece of context (and some key learnings) before delving into how it works – nomenclature. One of the things that resonates for a lot of people is the fact that Dean puts some hard and fast names on the framework. You have Epics at the portfolio level which are then divided into and prioritised within Investment Themes. Epics are decomposed into Features at the program level, which are further broken down into stories at the team level. For many who are constantly confused with local hierarchies between themes, features, minimal marketable features (MMF’s), epics and stories the idea of having a clear-cut enterprise-wide hierarchy is great. Dean tends to recommend that if you have additional layers you introduce ‘sub-Epics’ and ‘sub-Features’ but it all still makes sense.
So far so good, but now for the learning part. Our initial vision was too small and too localised. We viewed Strategic Delivery as the portfolio layer, and also lacked co-ordination between the various groups applying SAFe across the enterprise, winding up with 4 different hierarchies. The coming months will see some hot debates about which naming hierarchy wins J
In this context, the hierarchy is as follows:
At a high level, the concept is as follows:
We took a fairly classic approach to implementing this with the PMO demand management group - composed of a number of senior BA’s with architecture support. We spent a couple of workshops mapping their existing value-stream, introduced a lean flow visualisation and daily standups at the demand wall and began to tune from the generated learnings.
The demand management kanban is divided into 4 main phases:
Mapping fairly closely to the ‘Backlog’ and ‘Analysis’ phases in Dean’s diagram, the goal of the Solution & Costing phase is to determine a solution direction and a rough cost (+- 75%) for the initiative.
The ‘Validate Entry’ state is basically used as a queue to control when an analyst will pick the initiative up. Qualification for exit from this state will be a combination of timing alignment with other enterprise groups involved in the initiative and analyst capacity. On a complex initiative, there may be as many as 10 other delivery groups involved and analyst WIP is managed by holding the gate here until there is enough alignment to effectively move forward.
‘Understand Need’ involves the analyst gaining enough information about the initiative to determine a solution direction and rough costing. Whether this takes the form of workshops, business requirements review, or some other means will vary based on the source and nature of the demand. By the conclusion of the phase, the high-level architecture will be understood as will the COE delivery groups involved and the nature of the functionality to be delivered by each.
‘Cost’ is typically very quickly transitioned. Simpler initiatives may be estimated by a pair of analysts, whilst more complex ones may involve escalation to a solution direction forum for costing. One of the current focus areas is the introduction of ‘T-shirt sizing’ to further simplify this state.
This is basically the boundary line between Dean’s ‘Evaluation’ and ‘Implementation’ phases. It is here that the first significant investment decision is made. Whilst we now have a rough cost estimate, this must be further refined (to +- 30%) before funding approval is obtained for implementation. Given that the cost to obtain this confidence refinement is more significant, the preliminary costs/benefits are evaluated to ratify this further investment. If the initiative does not stack up, it will be withdrawn. If it does, the first funding increment will be supplied and the required Epics will be created and handed over to the delivery programs for further refinement.
- PMO - Demand management and financial governance
- Strategic Delivery - Delivery of functionality against the enterprise data warehouse (EDW) and the strategic technology stack
- Legacy Delivery - Delivery of functionality against a group of legacy warehouses being managed through end of life
- Express Delivery - Tactical solutions
Demand comes from three primary sources, with requests ranging in size from less than $50K to multiple million:
- Projects conceived elsewhere in the enterprise which impact applications under management by the COE. Impact may include a requirement for new functionality or prevention of breakage to existing functionality
- Investment in pursuit of a strategic roadmap based on an annual funding process
- Smaller adhoc requests for reporting and analytic capability initiated by business users
The SAFe framework is designed to have a single portfolio management layer with multiple programs or ‘release trains’ operating beneath it. In this context, the PMO operates the portfolio layer and each delivery group functions as a program below it.
The Strategic Delivery group (covered in Parts 3 & 4 of the series) is a fully operational release train. Legacy operates as an outsourced/offshored waterfall delivery program, and Express delivery is in transition from a waterfall lifecycle to kanban.
From a maturity/timeline perspective, SAFe was introduced in early 2012 at the program level in Strategic Delivery. Adoption at the portfolio layer was commenced in late 2012, and the Legacy and Express groups are now re-conceiving their program layers as lean value chains.
The Strategic Delivery group (covered in Parts 3 & 4 of the series) is a fully operational release train. Legacy operates as an outsourced/offshored waterfall delivery program, and Express delivery is in transition from a waterfall lifecycle to kanban.
From a maturity/timeline perspective, SAFe was introduced in early 2012 at the program level in Strategic Delivery. Adoption at the portfolio layer was commenced in late 2012, and the Legacy and Express groups are now re-conceiving their program layers as lean value chains.
The Requirement Hierarchy
We need one last piece of context (and some key learnings) before delving into how it works – nomenclature. One of the things that resonates for a lot of people is the fact that Dean puts some hard and fast names on the framework. You have Epics at the portfolio level which are then divided into and prioritised within Investment Themes. Epics are decomposed into Features at the program level, which are further broken down into stories at the team level. For many who are constantly confused with local hierarchies between themes, features, minimal marketable features (MMF’s), epics and stories the idea of having a clear-cut enterprise-wide hierarchy is great. Dean tends to recommend that if you have additional layers you introduce ‘sub-Epics’ and ‘sub-Features’ but it all still makes sense.
So far so good, but now for the learning part. Our initial vision was too small and too localised. We viewed Strategic Delivery as the portfolio layer, and also lacked co-ordination between the various groups applying SAFe across the enterprise, winding up with 4 different hierarchies. The coming months will see some hot debates about which naming hierarchy wins J
- An Initiative represents any demand which enters the COE demand management funnel (correlating to an Epic in the standard SAFe framework)
- Initiatives are decomposed into 1 or more Epics which align to the Delivery group boundaries (correlating to Features in the standard framework)
- Delivery groups then decompose Epics into Features for Delivery (which are realistically sub-Features from the perspective of standard SAFe)
The role of the Portfolio Kanban
![]() |
SAFe Portfolio Kanban |
- Ideas are dropped into the funnel
- An initial assessment takes place to determine the rough size and value proposition of each idea
- Ideas which pass the ROI criteria for investment versus value proposition are approved and go into a queue for more detailed assessment
- Further refinement of the idea takes place to provide greater confidence on the estimate and value proposition and decompose it into smaller chunks for distribution to the programs required for delivery
- These smaller chunks (Features) then compete in a more fine-grained prioritisation queue for capacity in the delivery programs.
- Manage the prioritisation of investment ideas
- Elaborate and decompose ideas into smaller pieces of work aligned to delivery program capabilities and manage the distribution of these to delivery programs
The Portfolio Kanban Applied
The demand management kanban is divided into 4 main phases:
- Impact Determination
- Solution & Costing
- Communicate & Engage
- End-States (Delivery or Termination)
Impact Determination Phase
This phase is effectively the ‘idea funnel’ management section of Dean’s diagram. It is where potential demand is first assessed to determine whether it qualifies for further investigation. Demand arrives in ‘Initial Assessment’, which is typically processed at the standup. The team discusses the Initiative, and will either decide that it can be discarded, is a definite need, or requires further investigation. Definite needs proceed immediately to the entry state of the Solution & Costing phase, discarded initiatives are moved to ‘No Impact’, and those which need further information move to the Validation state for clarification.
Solution & Costing Phase
Mapping fairly closely to the ‘Backlog’ and ‘Analysis’ phases in Dean’s diagram, the goal of the Solution & Costing phase is to determine a solution direction and a rough cost (+- 75%) for the initiative.
The ‘Validate Entry’ state is basically used as a queue to control when an analyst will pick the initiative up. Qualification for exit from this state will be a combination of timing alignment with other enterprise groups involved in the initiative and analyst capacity. On a complex initiative, there may be as many as 10 other delivery groups involved and analyst WIP is managed by holding the gate here until there is enough alignment to effectively move forward.
‘Understand Need’ involves the analyst gaining enough information about the initiative to determine a solution direction and rough costing. Whether this takes the form of workshops, business requirements review, or some other means will vary based on the source and nature of the demand. By the conclusion of the phase, the high-level architecture will be understood as will the COE delivery groups involved and the nature of the functionality to be delivered by each.
‘Cost’ is typically very quickly transitioned. Simpler initiatives may be estimated by a pair of analysts, whilst more complex ones may involve escalation to a solution direction forum for costing. One of the current focus areas is the introduction of ‘T-shirt sizing’ to further simplify this state.
Communicate & Engage Phase
Operating Rhythm of the Demand Management Team
The team is spread across 3 states, and collaborates through both a physical kanban wall and a deeper level of detail captured in the Rally portfolio management functionality. Remote team members dial into the daily standup, and take care of updating the electronic wall whilst central members take care of updates to the physical wall.
There is then a twice-weekly standup attended by members of the delivery programs to share information on the state of the pipe and smooth the flow of demand understanding. All have access to the electronic initiative portfolio, and this standup provides a rich opportunity to capture concerns and convey additional insights.
Additional formal solution direction and steering committee forums operate to provide an escalation and strategic guidance overlay.
Each initiative in the portfolio becomes a card on the wall. They are initially printed from Rally with whatever information is known at the time, then as significant information emerges it appears on the cards. In the image above, you'll notice the following:
Various other post-its will decorate the wall indicating blocked initiatives, information on delays and the like. This is of course more richly backed in Rally through a combination of detail, discussion and attachments.
Whilst this level of the implementation is still in its infancy, it is already yielding significant benefit – primarily through the power of visualisation and communication. Week by week the demand management team finds itself able to lift focus from a “project by project” view to a living “whole of portfolio” view. Patterns of demand are becoming visible which will lead to more effective strategic decision-making and far more synergistic prioritisation and implementation once exploited.
Further, as waste is eliminated from the value chain, more time becomes available to focus on exploiting these new insights. Less than 3 months into operation, the team has already eliminated close to 2 FTE’s time in administration and dramatically improved communication and co-ordination both between team members and with the delivery groups.
There is then a twice-weekly standup attended by members of the delivery programs to share information on the state of the pipe and smooth the flow of demand understanding. All have access to the electronic initiative portfolio, and this standup provides a rich opportunity to capture concerns and convey additional insights.
Additional formal solution direction and steering committee forums operate to provide an escalation and strategic guidance overlay.
What's on a card?
- Who owns the card (standard kanban avatars)
- Which delivery programs have a part to play in the initiative (the SD, LL and EXP tags)
- The current estimate (on a post-it for easy updating)
Portfolio Prioritisation
SAFe specifies the use of “Weighted shortest job first” (WSJF) for prioritisation at all layers of the framework. Full details can be found at http://scaledagileframework.com/wsjf/, but in brief this utilises a ratio between the value proposition (Expressed as ‘Cost of Delay’) and the size of the piece of work. The cost of delay is a combination of ‘Business Value’, ‘Timing Value’ and ‘Risk Reduction/Opportunity Enablement’.
In my experience, this has been one of the critical enablers at the enterprise scale. Traditionally, agile delivery is utterly focussed on the delivery of business value – preferably quantified, but at minimum in the eye of the product owner. At scale, you need more levers. In particular, timing value is crucial. In classical product development, it focuses on such things as the value of releasing a feature in time for an industry event such as a tradeshow or gartner review cycle. However, it is also extremely useful once you start to consider dependencies. When pieces of functionality need to be co-ordinated for simultaneous release across multiple delivery programs, the timing and opportunity enablement value allows you to start to visualise the chance you will hold up the delivery of significant business value in other dependent initiatives.
In the COE, timing value is the dominant influence on prioritisation. In effect, the vast bulk of prioritisation is driven by compliance to enterprise release schedules and dependent pieces of work. Initiatives with high localised value are then fed through the system as capacity is available above and beyond that required to meet external timing pressures.
In an idealised implementation of SAFE for commercial product development, one assumes a centralised pool of investment funding. Effective application of the portfolio layer provides you with the following:In my experience, this has been one of the critical enablers at the enterprise scale. Traditionally, agile delivery is utterly focussed on the delivery of business value – preferably quantified, but at minimum in the eye of the product owner. At scale, you need more levers. In particular, timing value is crucial. In classical product development, it focuses on such things as the value of releasing a feature in time for an industry event such as a tradeshow or gartner review cycle. However, it is also extremely useful once you start to consider dependencies. When pieces of functionality need to be co-ordinated for simultaneous release across multiple delivery programs, the timing and opportunity enablement value allows you to start to visualise the chance you will hold up the delivery of significant business value in other dependent initiatives.
In the COE, timing value is the dominant influence on prioritisation. In effect, the vast bulk of prioritisation is driven by compliance to enterprise release schedules and dependent pieces of work. Initiatives with high localised value are then fed through the system as capacity is available above and beyond that required to meet external timing pressures.
Benefits to-date
- The use of investment themes to provide a structure to divide your overall funding into key investment areas. For further information on this, see either Investment Themes or Baghai's investment horizon model as described in a previous post
- The WSJF model to prioritise investment initiatives within these themes
- A flow-based framework for progressing elaboration and delivery increment identification which minimises work in process and effectively feeds work to delivery programs "just in time"
Whilst this level of the implementation is still in its infancy, it is already yielding significant benefit – primarily through the power of visualisation and communication. Week by week the demand management team finds itself able to lift focus from a “project by project” view to a living “whole of portfolio” view. Patterns of demand are becoming visible which will lead to more effective strategic decision-making and far more synergistic prioritisation and implementation once exploited.
Further, as waste is eliminated from the value chain, more time becomes available to focus on exploiting these new insights. Less than 3 months into operation, the team has already eliminated close to 2 FTE’s time in administration and dramatically improved communication and co-ordination both between team members and with the delivery groups.
The next instalment
In the next instalment, we will pick up where the demand management team leaves us, with the entry of an Epic to the Strategic Delivery release train.
amazing to read about what we are actually doing, await next installment
ReplyDeleteAt the point when an individual has taken the test it is then evaluated. There is just a pass/bomb score demonstrated by the quantity of right answers. ExcelR PMP Certification
ReplyDeleteThe worst part of it was that the software only worked intermittently and the data was not accurate. You obviously canot confront anyone about what you have discovered if the information is not right.
ReplyDeleteExcelR pmp certification
Attend The Data Analytics Courses Online From ExcelR. Practical Data Analytics Courses Online Sessions With Assured Placement Support From Experienced Faculty. ExcelR Offers The Data Analytics Courses Online.
ReplyDeleteExcelR Data Analytics Courses Online
I am looking for and I love to post a comment that "The content of your post is awesome" Great work!
ReplyDeleteproject management courses
Very nice job... Thanks for sharing this amazing ExcelR PMP Certification and educative blog post!
ReplyDeleteI will really appreciate the writer's choice for choosing this excellent article appropriate to my matter.Here is deep description about the article matter which helped me more.
ReplyDeletePMP Certification
This is a wonderful article, Given so much info in it, These type of articles keeps the users interest in the website, and keep on sharing more ... good luck.
ReplyDeletedata science course
Very nice job... Thanks for sharing this amazing and educative blog post! ExcelR Data Analytics Courses
ReplyDeleteThis is truly unique and excellent information. I sense you think a lot like me, or vice versa. Thank you for sharing this great article.
ReplyDeleteSAP training in Mumbai
Data Science training in Mumbai Best
Best Data Science training in Mumbai
Know more about Data Analytics
ReplyDeleteI am genuinely thankful to the holder of this web page who has shared this wonderful paragraph at at this place
Awesome blog. I enjoyed reading your articles. This is truly a great read for me. I have bookmarked it and I am looking forward to reading new articles. Keep up the good work! PMP Certification Training
ReplyDeletePMP Course Training in Hyderabad | PMP Certification Training in Hyderabad
I have to search sites with relevant information on given topic and provide them to teacher our opinion and the article.
ReplyDeleteSimple Linear Regression
Correlation vs Covariance
I have read your article, it is very informative and helpful for me.I admire the valuable information you offer in your articles. Thanks for posting it.. buy cheap instagram likes spread
ReplyDeleteI’m happy I located this blog! From time to time, students want to cognitive the keys of productive literary essays composing. Your first-class knowledge about this good post can become a proper basis for such people. nice one
ReplyDeleteData Science Course
I recently came across your article and have been reading along. I want to express my admiration of your writing skill and ability to make readers read from the beginning to the end. I would like to read newer posts and to share my thoughts with you.
ReplyDeleteData Science Training
I really enjoy simply reading all of your weblogs. Simply wanted to inform you that you have people like me who appreciate your work. Definitely a great post. Hats off to you! The information that you have provided is very helpful.
ReplyDeleteData Science Institute in Bangalore
The development of artificial intelligence (AI) has propelled more programming architects, information scientists, and different experts to investigate the plausibility of a vocation in machine learning. Notwithstanding, a few newcomers will in general spotlight a lot on hypothesis and insufficient on commonsense application. machine learning projects for final year In case you will succeed, you have to begin building machine learning projects in the near future.
ReplyDeleteProjects assist you with improving your applied ML skills rapidly while allowing you to investigate an intriguing point. Furthermore, you can include projects into your portfolio, making it simpler to get a vocation, discover cool profession openings, and Final Year Project Centers in Chennai even arrange a more significant compensation.
Data analytics is the study of dissecting crude data so as to make decisions about that data. Data analytics advances and procedures are generally utilized in business ventures to empower associations to settle on progressively Python Training in Chennai educated business choices. In the present worldwide commercial center, it isn't sufficient to assemble data and do the math; you should realize how to apply that data to genuine situations such that will affect conduct. In the program you will initially gain proficiency with the specialized skills, including R and Python dialects most usually utilized in data analytics programming and usage; Python Training in Chennai at that point center around the commonsense application, in view of genuine business issues in a scope of industry segments, for example, wellbeing, promoting and account.
It is the perfect time to make some plans for the future and it is time to be happy. I’ve read this post and if I could I desire to suggest a few interesting things or tips.Perhaps you could write the next articles referring to this article.
ReplyDelete360DigiTMG pmp certification in hyderabad
Very interesting to read this article.I would like to thank you for the efforts you had made for writing this awesome article. This article inspired me to read more. keep it up.
ReplyDeleteCorrelation vs Covariance
Simple linear regression
data science interview questions
Cool stuff you have and you keep overhaul every one of us
ReplyDeleteSimple Linear Regression
Correlation vs Covariance
Attend The Data Analyst Course From ExcelR. Practical Data Analyst Course Sessions With Assured Placement Support From Experienced Faculty. ExcelR Offers The Data Analyst Course.
ReplyDeleteData Analyst Course
Really nice and interesting post. I was looking for this kind of information and enjoyed reading this one. Keep posting. Thanks for sharing.
ReplyDeletedata analytics certification training course in guduvanchery
IT Company
ReplyDeleteIT Company
IT Company
IT Company
IT Company
IT Company
IT Company
IT Company
IT Company
ReplyDeleteIT Company
IT Company
IT Company
IT Company
IT Company
IT Company
IT Company
Really fine and interesting informative article. I used to be looking for this kind of advice and enjoyed looking over this one. Thank you for sharing.Learn PMP Certification in Hyderabad 360DigiTMG
ReplyDeleteI am really enjoying reading your well written articles. It looks like you spend a lot of effort and time on your blog. I have bookmarked it and I am looking forward to reading new articles. Keep up the good work.
ReplyDeleteinfo
I was looking for some decent stuff on the subject and have had no luck so far. You just had a new big fan! ...
ReplyDelete360DigiTMG Business Analytics Course in Bangalore
I can configure my new idea from this post. Detailed information is given. Thank you all for this valuable information...
ReplyDelete360DigiTMG Data Analytics Course in Bangalore
Such a very useful article. Very interesting to read this article.I would like to thank you for the efforts you had made for writing this awesome article.
ReplyDeleteclick here
Thank you for your message. I've been thinking about writing a very similar article for the last few weeks, I'll probably keep it short and to the point and link to this article instead if that's interesting. Thank you.
ReplyDeleteArtificial Intelligence Course in Bangalore
I am looking for and I love to post a comment that "The content of your post is awesome" Great work!
ReplyDeletedata science interview questions
Amazing Article ! I would like to thank you for the efforts you had made for writing this awesome article. This article inspired me to read more. keep it up.
ReplyDeleteSimple Linear Regression
Correlation vs covariance
data science interview questions
KNN Algorithm
Logistic Regression explained
I found a great article here.I are certain to become straight back. I only added your website on my own bookmark websites. thanks. Quality articles could be your vital to encourage the traffic to see the internet page, so which is exactly what this internet site is currently providing.Learn 360DigiTMG Tableau Course in Bangalore
ReplyDeleteThis is my first time visit here. From the tons of comments on your articles.I guess I am not only one having all the enjoyment right here! ExcelR Data Analytics Courses In Pune
ReplyDeleteAmazing Article ! I would like to thank you for the efforts you had made for writing this awesome article. This article inspired me to read more. keep it up.
ReplyDeleteSimple Linear Regression
Correlation vs covariance
data science interview questions
KNN Algorithm
Logistic Regression explained
They're produced by the very best degree developers who will be distinguished for your polo dress creating. You'll find polo Ron Lauren inside exclusive array which include particular classes for men, women. PMP Certification Pune
ReplyDeleteAwesome blog. I enjoyed reading your articles. This is truly a great read for me. I have bookmarked it and I am looking forward to reading new articles. Keep up the good work!
ReplyDelete360DigiTMG
Cool stuff you have and you keep overhaul every one of us
ReplyDeleteSimple Linear Regression
Correlation vs Covariance
very well explained .I would like to thank you for the efforts you had made for writing this awesome article. This article inspired me to read more. keep it up.
ReplyDeleteSimple Linear Regression
Correlation vs covariance
data science interview questions
KNN Algorithm
Logistic Regression explained
Digitization and Data Science tools such as Support Vector Machines and Optical Recognizing devices are helping in the creation of digital data of patients, and with machine learning, it is possible to use and exchange the data with others to improve diagnosis and treatments. data science course syllabus
ReplyDeleteThanks for sharing this, I actually appreciate you taking the time to share with everybody.
ReplyDeleteData Science Training In Hyderabad
Really nice and interesting blog information shared was valuable and enjoyed reading this one. Keep posting. Thanks for sharing.
ReplyDeleteData Science Training in Hyderabad
Nice Information Your first-class knowledge of this great job can become a suitable foundation for these people. I did some research on the subject and found that almost everyone will agree with your blog.
ReplyDeleteCyber Security Course in Bangalore
Writing in style and getting good compliments on the article is hard enough, to be honest, but you did it so calmly and with such a great feeling and got the job done. This item is owned with style and I give it a nice compliment. Better!
ReplyDeleteCyber Security Training in Bangalore
Very nice blog and articles. I am realy very happy to visit your blog. Now I am found which I actually want. I check your blog everyday and try to learn something from your blog. Thank you and waiting for your new post.
ReplyDeletedata science course in India
With the increased demand, new job seekers and talented pros are using their skills in this field. Besides, data technologies are giving birth to a lot of job opportunities for new professionals. data science course syllabus
ReplyDeleteYou might comment on the order system of the blog. You should chat it's splendid. Your blog audit would swell up your visitors. I was very pleased to find this site.I wanted to thank you for this great read!!
ReplyDeleteArtificial Intelligence Course
I am glad to see your article. Very interesting to read your article.
ReplyDeletebenefits of artificial intelligence
.net core features
about hadoop
what are the devops tools
selenium interview questions and answers pdf download
This is the general thought on it. I think it is wrong and I will explain why I think so. data science course in india
ReplyDeleteAwesome blog. I enjoyed reading your articles. This is truly a great read for me. I have bookmarked it and I am looking forward to reading new articles. Keep up the good work!PMP Certification
ReplyDeleteReally great...! I appreciated for your best post and Good job...
ReplyDeleteContent Course in Chennai
Online Content Writing Course
Google Analytics Online Course
Google Analytics Training in Chennai
Attend The Data Analyst Course From ExcelR. Practical Data Analyst Course Sessions With Assured Placement Support From Experienced Faculty. ExcelR Offers The Data Analyst Course.
ReplyDeleteData Analyst Course
Excellent article for the people who need information about this course.
ReplyDeletemachine learning vs ai
features of react js
amazon services list
why to use angularjs
aws interview questions and answers for experienced pdf
devops interview questions and answers for experienced pdf
Very nice article. I enjoyed reading your post. very nice share. I want to twit this to my followers. Thanks !. ExcelR Data Analytics Courses
ReplyDelete
ReplyDeleteExcelR provides . PMP® certification. It is a great platform for those who want to learn and become a PMP®. Students are tutored by professionals who have a degree in a particular topic. It is a great opportunity to learn and grow.
PMP® certification
I have to search sites with relevant information ,This is a
ReplyDeletewonderful blog,These type of blog keeps the users interest in
the website, i am impressed. thank you.
Data Science Training in Bangalore
Aivivu chuyên vé máy bay, tham khảo
ReplyDeletevé máy bay đi Mỹ Vietnam Airline
vé máy bay từ mỹ về việt nam là bao nhiêu
Vé máy bay từ Nhật Bản về Việt Nam
giá vé máy bay từ Toronto đến việt nam
I have to search sites with relevant information ,This is a
ReplyDeletewonderful blog,These type of blog keeps the users interest in
the website, i am impressed. thank you.
Data Science Course in Bangalore
Fantastic Site with relevant information and content Shared was knowledgeable thank you.
ReplyDeleteData Science Courses Hyderabad
"Thank you very much for your information.
ReplyDeleteFrom,
"data science course in noida
ReplyDeleteExcelR provides PMP Certification. It is a great platform for those who want to learn and become a PMP Certification. Students are tutored by professionals who have a degree in a particular topic. It is a great opportunity to learn and grow.
PMP Certification
ExcelR provides Data Analytics courses. It is a great platform for those who want to learn and become a Data Analytics course. Students are tutored by professionals who have a degree in a particular topic. It is a great opportunity to learn and grow.
ReplyDeleteData Analytics courses
Thanks for posting the best information and the blog is very informative.data science interview questions and answers
ReplyDeleteNice Blog. Thanks for Sharing this useful information...
ReplyDeleteData science training in chennai
Data science course in chennai
Fantastic blog extremely good well enjoyed with the incredible informative content which surely activates the learners to gain the enough knowledge. Which in turn makes the readers to explore themselves and involve deeply in to the subject. Wish you to dispatch the similar content successively in future as well.
ReplyDeleteData Science Course in Raipur
I think I have never seen such blogs before that have completed things with all the details which I want. So kindly update this ever for us.
ReplyDeletebusiness analytics course
Informative blog
ReplyDeleteData Science Course
Informative blog
ReplyDeletedata scientist course in Bangalore
i am glad to discover this page : i have to thank you for the time i spent on this especially great reading !! i really liked each part and also bookmarked you for new information on your site.
ReplyDeletebest data science courses in bangalore
I want to leave a little comment to support and wish you the best of luck.we wish you the best of luck in all your blogging enedevors.
ReplyDeletebest data science courses in hyderabad
Excellent pieces. Keep posting such kind of info on your blog. I’m really impressed by your site.
ReplyDeleteAWS Training in Hyderabad
AWS Course in Hyderabad
ReplyDeleteThanks for sharing valuable information.It will help everyone. keep Posting.
Bhutan Lottery Result
Dhankesari Lottery
Lottery Sambad
Bodoland Lottery Result
Shillong Teer
Excellent Blog! I would like to thank for the efforts you have made in writing this post. I am hoping the same best work from you in the future as well. I wanted to thank you for this websites! Thanks for sharing. Great websites!
ReplyDeleteData Science Training in Bangalore
I am a new user of this site, so here I saw several articles and posts published on this site, I am more interested in some of them, hope you will provide more information on these topics in your next articles.
ReplyDeletedata analytics training in bangalore
I just got to this amazing site not long ago. I was actually captured with the piece of resources you have got here. Big thumbs up for making such wonderful blog page!
ReplyDeletedata analytics course in bangalore
I want to leave a little comment to support and wish you the best of luck.we wish you the best of luck in all your blogging enedevors.
ReplyDeletedata analytics courses in bangalore
Great post i must say and thanks for the information. Education is definitely a sticky subject. However, is still among the leading topics of our time. I appreciate your post and look forward to more.
ReplyDeleteData Science Course in Bangalore
wonderful article contains lot of valuable information. Very interesting to read this article.I would like to thank you for the efforts you had made for writing this awesome article.
ReplyDeleteAWS course in Chennai
It is amazing and wonderful to see your blog. Thanks for sharing this information, this is useful to me.
ReplyDeleteThanks for giving that type of information.
Data Science Training in Hyderabad
Data Science Course in Hyderabad
I really enjoyed reading your blog. Great blog
ReplyDeletePython Training in Hyderabad
Python Course in Hyderabad
This blog is really great. The information here will surely be of some help to me. Thanks!. The Best Remote Team Management Tool
ReplyDeleteI want to leave a little comment to support and wish you the best of luck.we wish you the best of luck in all your blogging enedevors.
ReplyDeletedata science in bangalore
I want to leave a little comment to support and wish you the best of luck.we wish you the best of luck in all your blogging enedevors.
ReplyDeletedata science course in chennai
You have done a amazing job with you website
ReplyDeleteai course in pune
rastgele görüntülü konuşma - kredi hesaplama - instagram video indir - instagram takipçi satın al - instagram takipçi satın al - tiktok takipçi satın al - instagram takipçi satın al - instagram beğeni satın al - instagram takipçi satın al - instagram takipçi satın al - instagram takipçi satın al - instagram takipçi satın al - binance güvenilir mi - binance güvenilir mi - binance güvenilir mi - binance güvenilir mi - instagram beğeni satın al - instagram beğeni satın al - polen filtresi - google haritalara yer ekleme - btcturk güvenilir mi - binance hesap açma - kuşadası kiralık villa - tiktok izlenme satın al - instagram takipçi satın al - sms onay - paribu sahibi - binance sahibi - btcturk sahibi - paribu ne zaman kuruldu - binance ne zaman kuruldu - btcturk ne zaman kuruldu - youtube izlenme satın al - torrent oyun - google haritalara yer ekleme - altyapısız internet - bedava internet - no deposit bonus forex - erkek spor ayakkabı - webturkey.net - karfiltre.com - tiktok jeton hilesi - tiktok beğeni satın al - microsoft word indir - misli indir
ReplyDeleteThis is also a very good post which I really enjoyed reading. It is not every day that I have the possibility to see something like this..
ReplyDeletedata science courses in aurangabad
I want to leave a little comment to support and wish you the best of luck.we wish you the best of luck in all your blogging enedevors.
ReplyDeletedata science training in chennai
Great to become visiting your weblog once more, it has been a very long time for me. Pleasantly this article i've been sat tight for such a long time. I will require this post to add up to my task in the school, and it has identical subject along with your review. Much appreciated, great offer. data science course in nagpur
ReplyDeleteyoutube abone satın al
ReplyDeletetrendyol indirim kodu
cami avizesi
cami avizeleri
avize cami
no deposit bonus forex 2021
takipçi satın al
takipçi satın al
takipçi satın al
takipcialdim.com/tiktok-takipci-satin-al/
instagram beğeni satın al
instagram beğeni satın al
btcturk
tiktok izlenme satın al
sms onay
youtube izlenme satın al
no deposit bonus forex 2021
tiktok jeton hilesi
tiktok beğeni satın al
binance
takipçi satın al
uc satın al
sms onay
sms onay
tiktok takipçi satın al
tiktok beğeni satın al
twitter takipçi satın al
trend topic satın al
youtube abone satın al
instagram beğeni satın al
tiktok beğeni satın al
twitter takipçi satın al
trend topic satın al
youtube abone satın al
takipcialdim.com/instagram-begeni-satin-al/
perde modelleri
instagram takipçi satın al
instagram takipçi satın al
takipçi satın al
instagram takipçi satın al
betboo
marsbahis
sultanbet
Awesome article. I enjoyed reading your articles. this can be really a good scan for me. wanting forward to reading new articles. maintain the nice work!
ReplyDeleteData Science Training in Hyderabad
I am very happy when this blog post read because blog post written in good manner and write on good topic.
ReplyDeleteThanks for sharing valuable information…
Data Science Training in Hyderabad
film izle - sex hikayeleri - sex hikayesi - erotik hikaye -
ReplyDeleteankara escort - bornova escort - alsancak escort - çeşme escort - izmir escort - smm panel - instagram takipçi satın al - instagram takipçi satın al - instagram takipçi satın al - instagram takipçi satın al - haber - instagram takipçi hilesi - instagram takipçi satın al - izmir evden eve nakliyat - seocu - instagram takipçi hilesi - instagram takipçi satın al - izmir escort - takipçi satın al - instagram takipçi satın al - tiktok takipçi satın al - instagram takipçi satın al - instagram takipçi satın al - instagram takipçi satın al - instagram takibi bırakanlar - buca escort -
karşıyaka escort - instagram takipçi hilesi
I am glad to discover this page. I have to thank you for the time I spent on this especially great reading !! I really liked each part and also bookmarked you for new information on your site.
ReplyDeleteData Science Institutes in Hyderabad
I want to leave a little comment to support and wish you the best of luck.we wish you the best of luck in all your blogging enedevors.
ReplyDeletedata science course
Extremely overall quite fascinating post. I was searching for this sort of data and delighted in perusing this one. Continue posting. A debt of gratitude is in order for sharing. data analytics course in delhi
ReplyDeleteTruly overall quite fascinating post. I was searching for this sort of data and delighted in perusing this one. Continue posting. Much obliged for sharing.artificial intelligence course in chennai
ReplyDeleteI want to leave a little comment to support and wish you the best of luck.we wish you the best of luck in all your blogging enedevors.
ReplyDeleteaws training in hyderabad
great article!! sharing these type of articles is the nice one and i hope you will share an article on data science.By giving a institute like 360DigiTMG.it is one the best institute for doing certified courses
ReplyDeletedata science course in aurangabad
I want to leave a little comment to support and wish you the best of luck.we wish you the best of luck in all your blogging enedevors.
ReplyDeletebusiness analytics courses
Extraordinary blog went amazed with the content that they have developed in a very descriptive manner. This type of content surely ensures the participants to explore themselves. Hope you deliver the same near the future as well. Gratitude to the blogger for the efforts.
ReplyDeleteData Science Training
Great tips and very easy to understand. This will definitely be very useful for me when I get a chance to start my blog.
ReplyDeletedata science training in malaysia
Extremely overall quite fascinating post. I was searching for this sort of data and delighted in perusing this one. Continue posting. A debt of gratitude is in order for sharing. cloud computing course in bangalore
ReplyDeletei am glad to discover this page : i have to thank you for the time i spent on this especially great reading !! i really liked each part and also bookmarked you for new information on your site.
ReplyDeletedata science training in gurgaon
Thanks for posting the best information and the blog is very helpful.
ReplyDeleteArtificial Intelligence Training in Bangalore | Artificial Intelligence Online Training
Python Training in Bangalore | Python Online Training
Data Science Training in Bangalore | Data Science Online Training
Machine Learning Training in Bangalore | Machine Learning Online Training
AWS Training in bangalore | AWS Online Training
UiPath Training in Bangalore | UiPath Online Training
I want to leave a little comment to support and wish you the best of luck.we wish you the best of luck in all your blogging enedevors
ReplyDeleteiot training in hyderabad
I want to leave a little comment to support and wish you the best of luck.we wish you the best of luck in all your blogging enedevors
ReplyDeletedata analytics training in gurgaon
I recently came across your article and have been reading along. I want to express my admiration of your writing skill and ability to make readers read from the beginning to the end.
ReplyDeleteData Analytics Courses In Pune
I want to leave a little comment to support and wish you the best of luck.we wish you the best of luck in all your blogging enedevors
ReplyDeletedata science course in noida
Amazingly by and large very interesting post. I was looking for such an information and thoroughly enjoyed examining this one. Keep posting. An obligation of appreciation is all together for sharing.data science training in bangalore
ReplyDeleteIt’s good to check this kind of website. I think I would so much from you. data scientist course in noida
ReplyDeleteA good blog always contains new and exciting information and as I read it I felt that this blog really has all of these qualities that make a blog.iot course in lucknow
ReplyDeleteI want to leave a little comment to support and wish you the best of luck.we wish you the best of luck in all your blogging enedevors
ReplyDeletedata science course in trivandrum
I want to leave a little comment to support and wish you the best of luck.we wish you the best of luck in all your blogging enedevors
ReplyDeletedata science course in thiruvananthapuram
I want to leave a little comment to support and wish you the best of luck.we wish you the best of luck in all your blogging enedevors
ReplyDeletedata science course in faridabad
I want to leave a little comment to support and wish you the best of luck.we wish you the best of luck in all your blogging enedevors
ReplyDeletedata science training in delhi
tiktok jeton hilesi
ReplyDeletetiktok jeton hilesi
referans kimliği nedir
gate güvenilir mi
tiktok jeton hilesi
paribu
btcturk
bitcoin nasıl alınır
yurtdışı kargo
Impressive blog to be honest definitely this post will inspire many more upcoming aspirants. Eventually, this makes the participants to experience and innovate themselves through knowledge wise by visiting this kind of a blog. Once again excellent job keep inspiring with your cool stuff.
ReplyDeleteData Science Training in Bhilai
Wonderful blog found to be very impressive to come across such an awesome blog. I should really appreciate the blogger for the efforts they have put in to develop such an amazing content for all the curious readers who are very keen of being updated across every corner. Ultimately, this is an awesome experience for the readers. Anyways, thanks a lot and keep sharing the content in future too.
ReplyDeleteData Science Course in Bhilai
It is imperative that we read blog post very carefully. I am already done it and find that this post is really amazing. business analytics course in surat
ReplyDeleteTook me time to read all the comments, but I really enjoyed the article. It proved to be Very helpful to me and I am sure to all the commenters here! It’s always nice when you can not only be informed, but also entertained! data analytics courses malaysia
ReplyDeleteIt's late finding this act. At least, it's a thing to be familiar with that there are such events exist. I agree with your Blog and I will be back to inspect it more in the future so please keep up your act. data analytics certification malaysia
ReplyDeleteI want to leave a little comment to support and wish you the best of luck.we wish you the best of luck in all your blogging enedevors
ReplyDeletedata science training in varanasi
Truly overall quite fascinating post. I was searching for this sort of data and delighted in perusing this one. Continue posting. Much obliged for sharing.data scientist course in bhopal
ReplyDeleteThanks for such a great post and the review, I am totally impressed! Keep stuff like this coming.
ReplyDeletedata analytics course in hyderabad
I recently came across your article and have been reading along. I want to express my admiration of your writing skill and ability to make readers read from the beginning to the end. I would like to read newer posts and to share my thoughts with you. diploma in digital marketing malaysia
ReplyDeleteFantastic blog! Do you have any tips and hints for aspiring writers? I’m planning to start my own website soon but I’m a little lost on everything. Would you propose starting with a free platform like WordPress or go for a paid option? There are so many options out there that I’m completely overwhelmed .. Any suggestions? Many thanks! management training in singapore
ReplyDeleteI am impressed by the information that you have on this blog. It shows how well you understand this subject. data analytics certification malaysia
ReplyDelete
ReplyDeleteExtremely overall quite fascinating post. I was searching for this sort of data and delighted in perusing this one. Continue posting.
A debt of gratitude is in order for sharing.business analytics course in kolhapur
seo fiyatları
ReplyDeletesaç ekimi
dedektör
instagram takipçi satın al
ankara evden eve nakliyat
fantezi iç giyim
sosyal medya yönetimi
mobil ödeme bozdurma
kripto para nasıl alınır
It’s appropriate time to make some plans for the future and it is time to be happy. I have read this post and if I could I wish to suggest you few interesting things or advice. Perhaps you could write next articles referring to this article. I desire to read even more things about it! best management training to get
ReplyDeleteI want to leave a little comment to support and wish you the best of luck.we wish you the best of luck in all your blogging enedevors
ReplyDeletedata science course in trivandrum
İnstagram takipçi satın al! İnstagram takipçi sitesi ile takipçi satın al sende sosyal medyada fenomen olmaya bir adım at. Sende hemen instagram takipçi satın almak istiyorsan tıkla:
ReplyDelete1- takipçi satın al
2- takipçi satın al
3- takipçi satın al
I want to leave a little comment to support and wish you the best of luck.we wish you the best of luck in all your blogging enedevors
ReplyDeletebusiness analytics course in varanasi
Great article Lot's of information to Read...Great Man Keep Posting and update to People..Thanks http://625c440e5bbd4.site123.me/
ReplyDeleteWhen you start learning the discovery of data insight courses, you will have to develop an understanding of detecting complex behaviors and patterns of data.
ReplyDeletedata science training in lucknow
Data Science is a dynamic domain with a promising future, start your Data Science Course today with 360DigiTMG and become a Data Scientist without hassle.business analytics course in nashik
ReplyDeleteYou can take admission to one of the top institutes that offer degrees in data science. In this way, you will learn all the requirements of the field under one roof.
ReplyDeletedata science training in lucknow
Start your career preparation with the best Data Science courses offered by 360DigiTMG. Aworld-class curriculum, LMS Access, assignments, and real-time project to grab a high-paying job.
ReplyDeletebusiness analytics course in borivali
patent sorgula
ReplyDeleteyorumbudur.com
yorumlar
tiktok jeton hilesi
mobil ödeme bozdurma
mobil ödeme bozdurma
mobil ödeme bozdurma
pubg uc satın al
pubg uc satın al
betboo
ReplyDeletesüperbahis
1xbet
bedava bonus veren siteler
bonus veren siteler
1xbet
bahigo
anadolucasino
1xbet
It would help if you thought that the data scientists are the highest-paid employees in a company.data science course in kochi
ReplyDelete