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We are developing an app that requires scanning documents and extracting key information; the extraction is then used to update the relevant user data. We looked at several technologies including AWS Textract, Azure Computer Vision, Google Lens and the open-source technology, Tesseract. All were feature-rich and have certain strengths, but in our case, the documents to be scanned are multipage and heavy on tabular &amp; form data. Due to the amount of structured data, we decided to go with Textract.Textract uses OCR to auto-detect printed text, handwriting, and numbers. All extracted data is returned in a polygon frame with bounding box coordinates. You can detect key-value pairs and context making it easy to import extracted data. Textract also preserves the composition of data stored in tables. This is helpful for documents that are composed of structured data, such as financial reports and medical records. You then load the extracted data using a predefined database schema. Textract can extract data with high confidence scores, whether the text is free-form or embedded in tables. Amazon Textract uses ML to understand the context of invoices and receipts and automatically extracts relevant data such as vendor, invoice #, price, total amount, and payment terms. Textract also uses ML to understand the context of identity documents such as passports and drivers’ licenses without the need for templates or configuration. When extracting information from documents, Amazon Textract returns a confidence score so you can make informed decisions about how to use the results. Amazon Textract is directly integrated with Amazon Augmented AI (A2I) so you can implement a human review process when the confidence score is low.&nbsp; The UI/UX flow requires that documents are scanned using the camera. The document is uploaded to an S3 bucket. A Lambda function is invoked to call the AWS Textract API. Behind the scenes, AWS Textract processes the document and spits out a very long JSON that describes the contents, location in the document, and metadata. Along with the JSON, Textract also creates a CSV file containing all structured data. Upon completion, Textract notifies our callback function that stores the extracted structured data. We then invoke another service to run that data against our matching model,extract the data needed, and update the database.&nbsp; &nbsp; &nbsp; Textract supports both synchronous and asynchronous calls.The synchronous design is to support small mostly single-page documents and we can get near real-time responses. However, we had to go with the asynchronous call since most of our documents are multiple pages. The main drawback of asynchronous processing is that it can take several minutes, negatively affecting the user experience. Breaking the document into single pages and scanning them via synchronous calls is a possibility, but there is a lot of overhead going that route.<a data-mce-href="https://vimware.com/about/contact-us" href="https://vimware.com/about/contact-us" target="_blank">Contact us</a> if you need help adding OCR to your application<table style="border-collapse: collapse; width: 100%;" border="1" data-mce-style="border-collapse: collapse; width: 100%;"><tbody><tr><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td></tr></tbody></table>Based in Burbank, California since 2015, Vimware is dedicated to supporting small to midsize businesses and agencies with their behind-the-scenes IT needs. As a Managed Service Provider (MSP), we offer a range of services including cloud solutions, custom programming, mobile app development, marketing dashboards, and strategic IT consulting. Our goal is to ensure your technology infrastructure operates smoothly and efficiently, allowing you to focus on growing your business.<a data-mce-href="https://vimware.com/about/contact-us" href="https://vimware.com/about/contact-us" data-mce-selected="inline-boundary">Contact us</a> to learn how we can assist in optimizing your IT operations.

OCR and extracting text using AWS Textract

We are currently developing an IOS app for a client using React Native.We are using the AWS technology stack as the backend with Amplify,Aurora Serverless,Code Commit,and various other AWS services.Our DevOps team attempted to automate a continuous integration (CI) continuous delivery (CD) process and faced some challenges.I will note what we tried and the issues we faced, both financial and technical,and see if anyone has other suggestions.&nbsp; The software development and DevOps teams are working remotely and distributed across multiple countries.In order to create the iOS app build,we needed a virtual Mac server to install Xcode and the required dependencies to create the build file. We looked at an AWS EC2 Instance with MacOS but the costs at $2,000/month were too high for our client. So we started looking for third-party solutions that provided IOS app build service as well as CI/CD pipelines. We looked at CodeMagic, CircleCI, and Semaphore CI and concluded that CodeMagic was the only choice because the others did not support AWS CodeCommit. Codemagic also provided both build functionality as well as pipelines to Apple Connect.Additionally,CodeMagic is free for a single user with 500 minutes of build time with Xcode running on a Mac Mini,which works fine for our initial setup and development. Since we are below that threshold,it’s free for now.&nbsp; &nbsp; DevOps easily integrated CodeMagic with AWS Code Commit with a very simple process.But then tried to configure a webhook for automated builds but was unable to connect.CodeMagic tech support said that at the moment they do not support continuous integration when connected to AWS CodeCommit. However,our team is already working on adding the webhook support and it will be featured shortly!!&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; The idea was to fully automate the process but we ran into two problems<ol><li style="list-style-type: none;" data-mce-style="list-style-type: none;"><ol><li style="list-style-type: none;" data-mce-style="list-style-type: none;"><ol><li style="">Code Magic does not fully support AWS. We have to fetch the code manually.</li><li style="">&nbsp;AWS does not support IOS builds and pipelines.So at this point, our DevOps team is manually triggering the builds.Update 11/28: CodeMagic is now supporting webhooks for AWS Code Commit.I will report back if this allows us to automate the build process.</li></ol></li></ol></li></ol><a data-mce-href="https://vimware.com/about/contact-us" href="https://vimware.com/about/contact-us" target="_blank" data-mce-selected="inline-boundary">Contact us </a>if you need help automating your virtual IOS pipeline.<table style="border-collapse: collapse; width: 100%;" border="1" data-mce-style="border-collapse: collapse; width: 100%;"><tbody><tr><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td></tr></tbody></table>Based in Burbank,California since 2015,Vimware is dedicated to supporting small to midsize businesses and agencies with their behind-the-scenes IT needs.As a Managed Service Provider (MSP),we offer a range of services including cloud solutions,custom programming,mobile app development, marketing dashboards,and strategic IT consulting.Our goal is to ensure your technology infrastructure operates smoothly and efficiently,allowing you to focus on growing your business.<a data-mce-href="https://vimware.com/about/contact-us" href="https://vimware.com/about/contact-us">Contact us</a> to learn how we can assist in optimizing your IT operations.

Automating an IOS CI/CD pipeline

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Anyone evaluating AWS Aurora Serverless v2 beta? We’ve been using v1 the last few months and had the following concerns.<ol><li style="">Does not support RDS proxy leading to a high number of connections from lambda and other services</li><li style="">Lack of redundancy/failover</li><li style="">Only Supports MySQL version 5.6, which is very old</li><li style="">Event_scheduler is not supported</li><li style="">Number of connections utilize more ACU</li><li style="">Occasional timeouts during scaling</li><li style="">Instance warmup takes time</li></ol>UPDATE: AWS will be releasing v2 in 2022 that will hopefully address some of these issues.&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; <a data-mce-href="https://vimware.com/about/contact-us" href="https://vimware.com/about/contact-us" target="_blank" rel="noopener">Contact us</a> if you need help implementing Aurora Serverless.<table style="border-collapse: collapse; width: 100%;" border="1" data-mce-style="border-collapse: collapse; width: 100%;"><tbody><tr><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td></tr></tbody></table>Based in Burbank, California since 2015, Vimware is dedicated to supporting small to midsize businesses and agencies with their behind-the-scenes IT needs. As a Managed Service Provider (MSP), we offer a range of services including cloud solutions, custom programming, mobile app development, marketing dashboards, and strategic IT consulting. Our goal is to ensure your technology infrastructure operates smoothly and efficiently, allowing you to focus on growing your business. <a data-mce-href="https://vimware.com/about/contact-us" href="https://vimware.com/about/contact-us">Contact us </a>to learn how we can assist in optimizing your IT operations.

Review of AWS Aurora Serverless v1

A new buzzword, “Data Science”, is becoming increasingly popular. With the advent of user-generated content from social media sites such as Twitter, Facebook, and Instagram, there is a huge amount of data passing through the internet. Each time you share, like, dislike, comment or post, the action is captured. But how beneficial is that data, and why is it important for them to manage it?Data Science vs. Big Data Your data provides business with information about your particular preferences which fee into models that can use this information to present you with options you are more likely to choose. Have you ever thought about why Facebook replaced its “Like” button with several emojis? Well, that’s thanks to the user’s behavior and data science. Data science is not about making complex models or visualizations, nor is it about writing long lines of code. In fact, data science is about using data to create the greatest impact for your company. It can be in the form of insights into data, or data products, or using data in a visualization tool. Companies need more and more space to store huge amounts of online data calling it Big Data. &nbsp;The ability to extract actionable insights into that information is what we call Data Science.Most companies are more focused on a data-driven approach for their product instead of a knowledge-driven approach. And this approach is used for many products include web sites, apps, information services and physical products. IOT devices lead by Amazon Alexa and Google Home are changing our lives completely along with the way we interact with machines and devices.<h3>Data Science vs. Machine learning </h3>Data Science and Machine Learning (ML) are growing at an astronomical rate and many professionals are now shifting their focus in this field. But both are not the same and the work performed also depends on the scale of the organization. Data Science heavily influences and impacts the AI and machine learning algorithms. Machine learning is the study of statistical data and algorithm models that a computer system uses to enhance learning models and experience.Machine learning is heavily based on data science which in turn relies on big data. The more big data you have the better product you can come up with. Each interaction you have is recorded. Data Science varies greatly by type and size of company. A small company may only have one employee in the role of data science, statistics, reporting and analytics. A medium-sized corporation may have software developers working alongside data scientists. Large corporations have even more specialized teams and individuals working on every part of the stack.The amount of data being collected is continually increasing whether by social media, devices, apps or IOT. Making sense of all this data and learning about customer behavior and preferences means that Data Science is here to stay.<table style="border-collapse: collapse; width: 100%;" border="1" data-mce-style="border-collapse: collapse; width: 100%;"><tbody><tr><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td></tr></tbody></table>Based in Burbank, California since 2015, Vimware is dedicated to supporting small to midsize businesses and agencies with their behind-the-scenes IT needs. As a Managed Service Provider (MSP), we offer a range of services including cloud solutions, custom programming, mobile app development, marketing dashboards, and strategic IT consulting. Our goal is to ensure your technology infrastructure operates smoothly and efficiently, allowing you to focus on growing your business. <a data-mce-href="https://vimware.com/about/contact-us" href="https://vimware.com/about/contact-us" data-mce-selected="inline-boundary">Contact us</a> to learn how we can assist in optimizing your IT operations.

Data Science, Big Data and Machine Learning – A Brief Overview

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AWS Services Offered By Vimware For the last two years Vimware is an AWS Amazon Select Partner . To date, our team has significant experience with 30 out of almost 200 services offered by AWS, which we deploy, manage, and optimize for our clients. Here are some of the AWS services we have worked on over the past few years.Vimware-Personnel-AWS-Experience-as-of-April 2020 Service Description Auto Scaling &amp; Load Balancing Automatically scale up or down resources as traffic changesAWS VPN Enables Virtual Private Network (VPN) for AWS and on-premise networks.Backup Fully managed backup service for snapshots and centralized storage Certificate Manager Provision, manage &amp; deploy SSL/TLS certificates Cloudfront Global content delivery network (CDN) that minimizes page load time Cloud Trail Enables governance, compliance and auditing of AWS accounts Cloud Watch AWS service monitoring and alerting Cost ExplorerAWS billing and cost management services and tools including File System and Budget Directory Service Managed domain directory service built on Microsoft Active Directory EC2Spin up virtual servers in the cloud for enterprise applications and robust production websites EFS Fast and expandable file storage for EC2 instances ELB Elastic load balancing services that distributes traffic across your AWS instances and functions GlacierLow-cost and secure archive storage for long-term backups IAMUser access, permissions &amp; encryption key management Lights ail Quickly and cheaply spin up simple applications, WordPress sites, and development and test environments Management ConsoleWeb-based user interface to manage your AWS infrastructureRDSManaged database services for Aurora, SQL Server, MySQL, Oracle and PostgreSQLRedisReal-time very fast, highly availability, easily deployable, scalable and secure database Route 53DNS service to map web sites to serversS3Cheap, reliable, scalable and secure cloud storageSESHighly scalable email service to send up to millions of email SNS Notification service for users and device using mobile push, SMS and email VPCVirtual Private Cloud featuring multiple layers of security enabling quick creation of secure private networksWAF and ShieldApplication and firewall to limit hacking by common attack schemes such as DDOS, injection and cross-scripting.Vimware provides IT strategy and software development consulting services in the Greater Los Angeles Area. We specialize in helping organizations transition and reinvent themselves into the tech world. Our clients are across many industries including academia, consumer goods, entertainment, and healthcare. Expertise covers iOS, Android, Windows, LAMP and MEAN technology stacks. Vimware is a Select Partner within Amazon’s AWS partner network.<table style="border-collapse: collapse; width: 100%;" border="1" data-mce-style="border-collapse: collapse; width: 100%;" data-mce-selected="1"><tbody><tr><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td></tr></tbody></table>Based in Burbank, California since 2015, Vimware is dedicated to supporting small to midsize businesses and agencies with their behind-the-scenes IT needs. As a Managed Service Provider (MSP), we offer a range of services including cloud solutions, custom programming, mobile app development, marketing dashboards, and strategic IT consulting. Our goal is to ensure your technology infrastructure operates smoothly and efficiently, allowing you to focus on growing your business. <a data-mce-href="https://vimware.com/about/contact-us" href="https://vimware.com/about/contact-us" data-mce-selected="inline-boundary">Contact us </a>to learn how we can assist in optimizing your IT operations.

AWS Services offered by Vimware

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Getting a team to develop new products can be tough. Team members can be diverse in terms of their roles, skills, social background or deeply-entrenched cultural or organizational differences. However, collaboration between team members can highly affect the outcome or results of a project.<figure id="figure-3tcm9zyjn2mal77sgh" data-full-width=""><img id="3tcm9zyjn2mal77sgh" src="https://cdn.durable.co/getty/3aCJ4RnlOBztpBk7l33EMLGHD8G6t03KCHVxyibHVOHUr6CLIDc5GDR6RUu8JVX1.jpeg" alt="Diverse Team of Professional Businesspeople Meeting in the Office Conference Room. Creative Team Around Table, Black Businesswoman, African-American Digital Entrepreneur and Hispanic CEO Talking." title="Diverse Team of Professional Businesspeople Meeting in the Office Conference Room. Creative Team Around Table, Black Businesswoman, African-American Digital Entrepreneur and Hispanic CEO Talking." class="object-cover bg-gray-100 rounded-lg md:rounded-xl lg:rounded-2xl" style="aspect-ratio: 16/9; object-position: undefined undefined;" data-corners="default" data-aspect="16:9" data-caption="" data-positionx="undefined" data-positiony="undefined" data-fullwidth="true" data-mce-src="https://cdn.durable.co/getty/3aCJ4RnlOBztpBk7l33EMLGHD8G6t03KCHVxyibHVOHUr6CLIDc5GDR6RUu8JVX1.jpeg" data-mce-style="aspect-ratio: 16/9; object-position: undefined undefined;"></figure>Obstacles aside, once a team is finalized an entrepreneur or team leader can look forward to product development. Product development often requires a lot of brainstorming and you are likely to work toward devising a strategy and making your product unique in the first phase. This brings us to the essentials you are likely to need to create a successful product. 1. Developing a Strategy If you sail without a map or compass you are likely to get lost fast. The same is the case with product development. In simple words, a strategy is necessary to achieve your targets and goals. An effective strategy includes setting business priorities, planning growth and deciding the roadmap for your product. A strategy will outline what’s important for your business and what you must do to achieve it.In order to devise a successful strategy you must first gather the relevant facts about the industry you are working in. You need to identify your target market and the strengths and weaknesses of your product. A good plan will also include the threats that you will face in the future and ways to tackle them.Add continuous value to your product and identify the potential of increasing competition or countering market saturation. Developing an effective strategy is what most decision makers must do before actually moving forward with product development.2. Creating a Roadmap Once a viable strategy is implemented, you have to come up with a roadmap to work toward your goals.This detailed roadmap can span weeks, months,or even years, depending on the decision maker and will help you move forward.Make sure your roadmap is compelling and visually clear.Communicate the tasks and goals to your team members so that they are likely to achieve them in a given time period. This also includes identifying conflicting roles and resolving issues in a timely manner. A clear roadmap should also be accompanied by strategic justification so members are aware of what they are working toward.Once a viable strategy is implemented, you have to come up with a roadmap to work toward your goals. This detailed roadmap can span weeks, months, or even years, depending on the decision maker and will help you move forward.Make sure your roadmap is compelling and visually clear. Communicate the tasks and goals to your team members so that they are likely to achieve them in a given time period. This also includes identifying conflicting roles and resolving issues in a timely manner. A clear roadmap should also be accompanied by strategic justification so members are aware of what they are working toward.3. Guiding Clients through Requirements and User Experience Leading and convincing your clients can be difficult, especially if you are working on a new product. You might already be facing competition from existing brands that can reduce the possibility of your future business growth, but with proper analysis of your client requirements, you are likely to secure a substantial market share.Proper marketing can let your potential clients know why they should choose your product and how it is different from other brands working in the same industry. Refer back to your roadmap in order to deliver a good marketing strategy. Every user experience counts. Influencing a client with a better user experience can facilitate your future business dealings and will attract more customers in the long run.4. Testing and Focus Group For any business, testing and quality assurance of a product pave the way for future business growth. Imagine delivering your new product without proper testing and getting negative feedback from your clients. The harm it will bring to your business can be long lasting and might turn away your potential customers. This can also lead to heavy spending on reactionary marketing activities for your business.Proper testing of your new product ensures that it is in line with the requirements of your customers and will save you a considerable amount of money, time and effort from making changes &nbsp;in the future.In contrast, focus groups are a part of market research and they pay attention to the user reactions to new products and services.This type of research is usually accompanied by questions for the target audience.A perfect focus group research involves selecting members that are likely to have an interest in the underlying business product. For new products,it can also be effective as it provides understanding to team members on how to improve and add value to their goods or services.5. Check in Early and Often To Ensure There Are No Misunderstandings As a team leader, you might already have a strategy, a clear roadmap and may also have done testing and research on your product. Now comes the most important task, which includes regular follow-ups with your team members. Know that you only have one team that is likely to be diverse. There might be misunderstandings that can delay your product development.To make sure your team members are all on the same page, you need to have regular feedback sessions. This includes interacting with team members and providing them with a solution when they seem to be stuck.A good leader is one who can resolve the problems in a smooth and timely manner. Anyone can be a decision maker with regards to new product development but putting things in perspective is what counts as a good quality leader. Since you are developing a new product it is likely that your team members might be de-motivated with regards to the possibility of the product’s feasibility, but you need to stand by them and address their misconceptions.6. Smooth Production Deployment As a team leader, you have mostly done your tasks to work with teams in order to develop new products but you still need to make sure that your strategic plans and roadmaps are working toward smooth product deployment. Deployment of a new product can be critical and there is a major risk of failure. &nbsp;You are not willing to take such risks.In order to ease production deployment, make sure that your product is installed in batches. Of course, you are not going to start from scratch if your new product fails in its first run. Deploying in small batches ensures that the team is moving forward slowly but gradually toward the completion of your product. You can also try automating your deployment process as much as possible to reduce the risk of human errors.Final Thoughts Working with teams to develop a new product might be difficult in the initial stage but with a proper strategy, testing and smooth deployment you can achieve many favorable outcomes, leading to a great and long lasting startup.As a bonus tip, make sure you always have a plan B in your strategy to look forward to in case things do not work out as expected according to your plan A. Additionally, effective marketing and using digital advertising can ensure you are heard by your target audience on the internet<table style="border-collapse: collapse; width: 100%;" border="1" data-mce-style="border-collapse: collapse; width: 100%;"><tbody><tr><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td><td style="width: 10%;" data-mce-style="width: 10%;"> </td></tr></tbody></table>Based in Burbank, California since 2015, Vimware is dedicated to supporting small to midsize businesses and agencies with their behind-the-scenes IT needs. As a Managed Service Provider (MSP), we offer a range of services including cloud solutions, custom programming, mobile app development, marketing dashboards, and strategic IT consulting. Our goal is to ensure your technology infrastructure operates smoothly and efficiently, allowing you to focus on growing your business.<a data-mce-href="https://vimware.com/about/contact-us" href="https://vimware.com/about/contact-us" data-mce-selected="inline-boundary"> Contact us </a>to learn how we can assist in optimizing your IT operations.

Blog

OCR and extracting text using AWS Textract

Automating an IOS CI/CD pipeline

Review of AWS Aurora Serverless v1

Data Science, Big Data and Machine Learning – A Brief Ove...

AWS Services offered by Vimware

Working with Teams to Develop New Products