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IT essentials for at home

Protect your computer and data against virusses and hackers. Use the internet safely and protect your privacy, prevent data loss.

This IT essentials for at home training is a short online training that consists of a number of movies, in total three hours. You can attend the training anytime and anywhere: an App is available for mobile or tablet. Click here if you want to start right away.

In this day and age we can’t live without IT. What if your computer breaks down? What if you can’t access your data or mail? Or what happens if your internet is down?

This training explains in words you will understand what a computer is and what the internet is. And: how does it actually work? For a detailed agenda, see the bottom of this page. You will receive a certificate after following this training.

And what about the Cloud? What must I think about when putting my data in the Cloud?

After following this online IT essentials for at home training you know what to do to protect your computer and your data against virusses and hackers. You will learn how to use the internet safely and protect your privacy a little bit better… You will know what to look out for. You will learn what HTTPS (and SSL) is, how it works and how you can check it.

For example Google is now the most valuable company on the stock market. What do they sell? Your data!

You can watch a preview of our online training (eLearning module) on YouTube:

 

IT essentials for at home
IT essentials for at home

Training duration IT essentials for at home

This training is only available online as an eLearning module and consists of a number of movies (12), 3 hours in total. This IT essentials for at home training is available for 10 days after you have started. You can enroll on our eLearning platform.

Price

  • E-learning:                                  39,95 Euro (not-interactive)

Prerequisites

  • None

Target audience

Anybody who wants to know more about IT, computers and the internet and wants to protect himself against virusses, hackers and data loss in general.

IT essentials for at home agenda

  • Introduction: What is IT?
  • What is a computer?
    1. Zeroes and ones, processors, memory and hard drive
    2. Software, OS (Operating System like Windows) and updates
  • What is the internet en how does it work?
    1. What is the Internet, the beginning of the internet, kabels, IP addresses and data packets
    2. Cookies to store your preferences and Cookies to track your behaviour on the internet
  • What is HTTPS / SSL and how does it work?
    1. What is encryption? What is the difference between encryption using one key and encryption using two keys (public and private key).
    2. How do you know for sure you are on the correct website and that your data is not changed during transport on the internet? How can you check the SSL certificate?
  • What is the Internet of Things (Iot), Big Data, Artifical Intelligence (AI) and Machine Learning and how do they relate to each other?
  • What is the Cloud?
  • How to use the internet safely and protect your privacy
    • Common threats ( Phishing mails, DDoS attacks) and Tracking cookies: what can we do about it and how can we protect our privacy
  • How can you protect your computer and your data?
    • Virusscanners, strong passwords, two factor authentication, backup and encryption tools

Webinar IT essentials for SME

Make your IT more productive  and more secure, helps you with the acquisition of new software, prevent data loss 

This Webinar IT essentials for SME helps you to make your business more productive by using IT efficiently and securely. If you have either a small or medium business, without IT you cannot grow and probably not operate.

This is a Webinar:  with Zoom or Skype you are live connected with the instructor. You can join from home or any location that suits you.

With the acquisition of new software or to prevent problems with IT like data loss (or ransomware) you need essential knowledge of IT. This Webinar IT essentials for SME ensures you can ask the right questions when you want to hire an IT company or consultant.

The agenda of this Webinar IT essentials for SME is equal to the classroom version, please see here.

A more extended version of this training is also available. To see an overview of the differences please click here.

Webinar IT essentials for SME
Webinar IT essentials for SME

Duration Webinar IT essentials for SME

This webinar training is delivered in one day. For planning see below.

Price

The Web Infra Academy uses two price models: per student or per training. For an on-site classroom training and a quotation please contact us or use the form at the end of this page.

  • Webinar:                                      395.00 Euro per student (with Skype or Zoom)

Course dates Webinar IT essentials for SME

You are live connected with the instructor. You can join from home or any location that suits you.

New dates are planned: please contact us or use the form at the end of this page.

Training 1

20-04-2020, from 09:00 to 17:00

Training 2

08-06-2020, from 09:00 to 17:00

Prerequisites

  • None

Target audience

SME, Non IT professionals.


If you have any questions or are interested in this course, please contact us or use the form below:

    Your Name (required)

    Your Email (required)

    Your Telephone number (optional)

    Your Message

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    Webinar Digital Transformation

    Latest trends in software development, hybrid cloud, IT security and Artificial Intelligence and Machine Learning

    In this Webinar Digital Transformation the latest trends in IT are discussed. Which new technologies offer you business value or can be a major improvement of your IT?

    The latest trends in software development, hybrid cloud, IT security and Artificial Intelligence and Machine Learning are covered in this Webinar Digital Transformation. Our Introduction AI and Machine Learning is part of this training.

    Webinar Digitale Transformatie

    This is a Webinar: you are live connected with Zoom or Skype with the instructor. You can join from home or any location that suits you.

    The agenda of this Webinar Digital Transformation is equal to the classroom version, please click here.

    Course duration Webinar Digital Transformation

    This Masterclass Digital Transformation can be delivered in two days or 4 sessions of 4 hours each.

    Price

    The Web Infra Academy uses two price models: per student or per training. For a specialized webinar or an onsite classroom training contact us or use the form at the end of this page.

    • Webinar:                1295.00 Euro per student (using Skype or Zoom)
    • E-learning:            under development

    Course dates webinar

    You are live connected with the instructor. You can join from home or any location that suits you.

    New dates are planned: please contact us or use the form at the end of this page.

    Series 1

    Startdate 24-02-2021 – end date 5-03-2021, webinar

    • Part 1: 24-02-2021 from 09:00 to 13:00
    • Part 2: 26-02-2021 from 09:00 tot 13:00
    • Part 3: 03-03-2021 from 09:00 tot 13:00
    • Part 4: 05-03-2021 from 09:00 tot 13:00

    Series 2

    Startdate 23-06-2021 – end date 02-07-2021, webinar

    • Part 1: 23-06-2021 from 09:00 tot 13:00
    • Part 2: 25-06-2021 from 09:00 tot 13:00
    • Part 3: 30-06-2021 from 09:00 tot 13:00
    • Part 4: 02-07-2021 from 09:00 tot 13:00

    Please register using the form at the end of this page.

    This Masterclass Digital Transformation is also offered by our partner Global Knowledge,  code training GKMDT.

    Prerequisites

    NON IT professionals can consider to follow the IT Essentials training.

    Target Audience

    Business managers, IT managers, architects and designers, DevOps engineers, IT specialisten


    If you have any questions or are interested in this course, please contact us or use the form below:

      Your Name (required)

      Your Email (required)

      Your Telephone number (optional)

      Your Message

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      Webinar infrastructure and Security for DevOps

      Join from home or any location. Hybrid Cloud, Design best practices, security. Prepare for the “shift left”.

      This Webinar infrastructure and Security for DevOps training offers a unique overall view of Web Infrastructure, Architecture and Security, in stead of attending multiple product specific courses. It explains the dependencies and relationships between the different components/technologies and you will learn the essentials of each component.

      This is a Webinar:  with Zoom or Skype you are live connected with the instructor. You can join from home or any location that suits you.

      This Webinar infrastructure and Security for DevOps training is meant for DevOps engineers and Product Owners who need more knowledge of infrastructure (hybrid cloud), design and security and be prepared for the “shift left”.

      The agenda of this Webinar infrastructure and Security for DevOps is equal to the classroom version, for a complete description and agenda please see here.

      This Webinar (6 sessions of 4 hours) offers the essential knowledge to understand the complete application chain.

      Webinar infrastructure and Security for DevOps
      Webinar infrastructure and Security for DevOps

      Webinar infrastructure and Security for DevOps duration

      The Webinar infrastructure and Security for DevOps training can be delivered in 6 morning/afternoon sessions or 3 days. Repetition and retrospection will ensure the students will learn and retain the information acquired..

      Price

      The Web Infra Academy uses two price models: per student or per training. For more information or a quotation please contact us or use the form at the end of this page.

      • Webinar – Remote/online:  1495.00 Euro per student (met Skype of Zoom)

      Our courses are also offered by our global partner Global Knowledge.

      Course dates Webinar infrastructure and Security for DevOps training

      You are live connected with the instructor. You can join from home or any location that suits you.

      New dates are planned: please contact us or use the form at the end of this page.

      Series 1

      Startdate 3-02-2021 – end date 19-02-2021, Webinar

      • Part 1: 3-02-2021, from 09:00 to 13:00
      • Part 2: 5-02-2021, from 09:00 to 13:00
      • Part 3: 10-02-2021, from 09:00 to 13:00
      • Part 4: 12-02-2021, from 09:00 to 13:00
      • Part 5: 17-02-2021, from 09:00 to 13:00
      • Part 6: 19-02-2021, from 09:00 to 13:00

      Series 2

      Startdate 14-04-2021 – end date 30-04-2021, webinar

      • Part 1: 14-04-2021, from 09:00 to 13:00
      • Part 2: 16-04-2021, from 09:00 to 13:00
      • Part 3: 21-04-2021, from 09:00 to 13:00
      • Part 4: 23-04-2021, from 09:00 to 13:00
      • Part 5: 28-04-2021, from 09:00 to 13:00
      • Part 6: 30-04-2021, from 09:00 to 13:00

      Please register using the form at the end of this page.

      This Web Applications, Infrastructure and Security training is also available through our partner Global Knowledge, code training GKTIWIB.

      Prerequisites

      Target audience

      • DevOps
      • Product Owners
      • Customer journey experts
      • IT Engineers
      • Management
      • Starting IT-specialists
      • IT staff

      If you have any questions or are interested in this Web Applications, Infrastructure and Security training, please contact us or use the form below:

        Your Name (required)

        Your Email (required)

        Your Telephone number (optional)

        Your Message

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        Webinar Introduction AI and Machine Learning

        From home or any location you want. A kickstart for AI and ML: learn the essentials of AI/ML and Data Science

        This Webinar Introduction AI and Machine Learning is an ideal start for everybody who wants to start with Artificial Intelligence and Machine Learning.

        This a webinar: live connected to the instructor using Zoom/Skype, from home or any location that suits you.

        AI and Machine Learning is one of the most exciting, innovative and disruptive developments in digital technology.

        The agenda of the Webinar Introduction AI and Machine Learning is equal to the classroom version, please see here.

        In this training you will learn the essential principles of Machine Learning and Data Science. You will learn about the latest tools and means available which will enable you and your employees to start right away with Machine Learning.

        Webinar Introduction AI and Machine Learning
        Webinar Introduction AI and Machine Learning

        Course duration Webinar Introduction AI and Machine Learning

        This Webinar Introduction AI and Machine Learning training is offered in one session of 4 hours.

        Price

        The Web Infra Academy uses two price models: per student or per training. For more information or a quotation please contact us or use the form at the end of this page.

        • Webinar – Remote/online:      345,00 Euro per student (using Skype or Zoom)

        Course dates Webinar – remote/online

        You are live connected with the instructor. You can join from home or any location that suits you.

        New dates are planned: please contact us or use the form at the end of this page.

        Session 1

        • 24-03-2021, 09:00 – 13:00 (CET), webinar

        Session 2

        • 16-06-2021, 09:00 – 13:00 (CET), webinar

        Please register using the form at the end of this page.

        This AI and Machine Learning training  is also offered by our partner Global Knowledge,  code training GKAIML.

        Voorkennis

        Target audience

        For professionals who want to start with AI and ML.


        If you have any questions or are interested in this course, please contact us or use the form below:

          Your Name (required)

          Your Email (required)

          Your Telephone number (optional)

          Your Message

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          Webinar IT Essentials (for non-IT professionals)

          Join from home or any location that suits you: the basics of IT including security and the latest trends

          This is a Webinar IT Essentials:  with Zoom or Skype you are live connected with the instructor. You can join from home or any location that suits you.

          In this day and age we can’t live without IT. IT is essential for a modern business and IT is of great influence on our lives.

          The agenda of this webinar IT Essentials is equal to the classroom version, please see here.

          IT professionals tend to speak their own language, which makes it very hard for outsiders to understand what they are talking about. This can be frustrating to say the least. In this IT Essentials training you will learn the language and terminology used by IT professionals.

          Webinar IT Essentials
          Webinar IT Essentials

          This IT Essentials training explains the basics of Information Technology: from raw data to information. Latest trends in IT like the Cloud, Big Data and IoT (Internet of Things) are explained.

          During the training you will receive a soft copy of the slides, an IT glossary and PDF with best practices.

          Webinar IT Essentials duration

          The IT Essentials webinar is offered in four sessions of four hours, from 09:00 until 13:00.

          Price

          The Web Infra Academy uses two price models: per student or per training. For an on-site classroom training and a quotation please contact us or use the form at the end of this page.

          • Webinar:                                    1595.00 Euro per student (using Skype or Zoom)

          Our courses are also offered by our global partner Global Knowledge.

          Course dates Webinar IT Essentials

          You are live connected with the instructor. You can join from home or any location that suits you.

          New dates are planned: please contact us or use the form at the end of this page.

          Series 1

          Startdate 13-01-2021 – end date 22-01-2021, virtual classroom/webinar and location Nieuwegein, Netherlands

          • Part 1: 13-01-2021 from 09:00 to 13:00
          • Part 2: 15-01-2021 from 09:00 to 13:00
          • Part 3: 20-01-2021 from 09:00 to 13:00
          • Part 4: 22-01-2021 from 09:00 to 13:00

          Series 2

          Startdate 10-03-2021 – end date 19-03-2021, virtual classroom/webinar

          • Part 1: 10-03-2021 from 09:00 to 13:00
          • Part 2: 12-03-2021 from 09:00 to 13:00
          • Part 3: 17-03-2021 from 09:00 to 13:00
          • Part 4: 19-03-2021 from 09:00 to 13:00

          Series 3

          Startdate 02-06-2021 – end date 11-06-2021, virtual classroom/webinar

          • Part 1: 02-06-2021 from 09:00 to 13:00
          • Part 2: 04-06-2021 from 09:00 to 13:00
          • Part 3: 09-06-2021 from 09:00 to 13:00
          • Part 4: 11-06-2021 from 09:00 to 13:00

          E-learning or Blended learning

          Start now, anywhere, anytime using our App.

          This course is also available as an eLearning module. On our eLearning platform you are offered a number of movies and optional questions. This is not interactive, however you can combine our eLearning module with an optional Skype or Zoom session (blended).

          You can start the eLearning module online using your desktop, laptop or on any device using our App.

          eLearning
          eLearning

          Prerequisites

          • None

          Target audience

          Non IT professionals or those working closely with IT needing more technical knowledge. Business managers, product owners, auditors etc.


          If you have any questions or are interested in this course, please contact us or use the form below:

            Your Name (required)

            Your Email (required)

            Your Telephone number (optional)

            Your Message

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            IT essentials Training

            Covering the basics: terminology, cloud, security, best practices

            In this day and age we can’t live without IT. IT is essential for modern, large enterprises as well as vital for small to medium businesses. And IT is of great influence on our everyday life.

            IT is a huge field of expertise, with its own terminology/language, its own organization, processes, functions and roles.

            Therefore we offer two IT essentials courses:

            1. IT essentials for non IT
            2. IT essentials for SME
            3. IT essentials for at Home

            The first training is meant for those working with a large IT department, with many different software solutions and with an IT department that  probably develops their own software (or outsource). Banks, insurance companies, telecom companies, etc., almost any large enterprise has a big IT department.

            The second training is meant for small to medium enterprises with a limited number of software solutions, that don’t develop their own software. But many SME’s just as much rely on IT for continuity and growth.

            The third training is meant for those who want to:

            • understand how a computer works and how the internet works
            • protect their computer and data at home from virusses and hackers
            • protect their privacy on the internet

            The differences between the three IT essentials courses are shown in this table:

            IT essentials
            IT essentials differences

            IT essentials training for SME

            Make your IT more productive  and more secure, helps you with the acquisition of new software, prevent data loss 

            If you have either a small or medium business, without IT you cannot grow and probably not operate.

            This IT essentials training for SME helps you to make your IT more productive  and more secure, helps you with the acquisition of new software and helps you to prevent problems with IT like data loss (or ransomware). This IT essentials training for SME ensures you can ask the right questions when you want to hire an IT company or consultant.

            IT essentials training for SME
            IT essentials training for SME

            You probably use an IT system for your customer administration (CRM), accounting, (management of) your website, digital advertisement (SEO) etc. You must ask yourself the question how much damage your business can sustain if these systems crash or how much money it will cost you if you loose your customer data…

            A more extended version of this training is also available. To see an overview of the differences please click here.

            This IT essentials training for SME answers questions like:

            • What are the most important requirements for new software? Which requirements must be stated in the contract / SLA?
            • What is a network, a firewall, a server?
            • Should my software run in the cloud or locally? What is the cloud?
            • How do I prevent a hacker stealing or blocking my data and software?
            • What is the best way to secure and backup my data?
            • GDPR: what is it and how does it impact your business?
            • How can I ensure my software is up-to-date?
            • How can I ensure that my software can “communicate”, integrate with other software?
            • What is digital advertising and how can I use it?

            During the training you will receive a soft copy of the slides, an IT glossary and a checklist for software acquisition.

            IT essentials training for SME duration

            The classroom (and webinar) training is delivered in one day. For planning see below.

            Price

            The Web Infra Academy uses two price models: per student or per training. For an on-site classroom training and a quotation please contact us or use the form at the end of this page.

            • Classroom:                                  595,00 Euro per student
            • Webinar:                                      395.00 Euro per student (with Skype or Zoom)

            Course dates Classroom training

            Training 1

            20-04-2020, from 09:00 to 17:00, location Nieuwegein

            Session 2

            08-06-2020, from 09:00 to 17:00, location Nieuwegein

            Prerequisites

            • None

            Target audience

            SME, Non IT professionals.

            Agenda IT essentials training for SME

            • IT basic terminology and principles (Server, network, IP address, firewall, database, batch – online etc.)
            • The Cloud. What are the advantages of the Cloud? When should I NOT choose for the cloud?
            • Backup / restore and high availability (RTO recovery time objective)
            • Software requirements: performance, manageability, etc.
            • IT security essentials: authentication, MFA (multi factor authentication), encryption/SSL, patch management, networksegmentation, virus scanners
            • The new data privacy law GDPR: impact on your company
            • Digital advertising: SEO (Search Engine Optimalization)
            • Checklist software acquisition / hiring IT consultants

            If you have any questions or are interested in this course, please contact us or use the form below:

              Target audience (required)

              Desired content (required)

              Your Name (required)

              Your Email (required)

              Your Telephone number (optional)

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              Artificial Intelligence (AI) and Machine Learning (ML)

              Artificial Intelligence (AI) and Machine Learning (ML) are perfect examples of disruptive innovation. Innovation is an important driver for a successful enterprise.

              AI and ML can be applied in almost any organization. Large investments are no longer necessary to start an AI / ML project. However, the idea that AI and ML is the sole domain of experts from Harvard is hard to overcome, as well as the idea that starting an AI and ML project requires a considerable investment: in knowledge, hardware and software.

              With the rise of AI first companies (Google, AWS, Azure) offering ready to use ML models and tools for different problems, and the increase of smart, AI enabled edge devices, the demand for AI and ML education will grow evenly.

              The Web Infra Academy offers several AI and ML courses:

               

              The Web Infra Academy is a participant of the NL AI Coalition. The NL AIC is a public-private partnership that promotes the development of responsible AI.

               

              Masterclass AI and Machine Learning for Healthcare

              The essential principles of Machine Learning and Data Science for healthcare including the latest tools

              This masterclass AI and Machine Learning for healthcare training provides in depth knowledge for healthcare specialists and IT specialists who want to start with Artificial intelligence (AI) and Machine Learning (ML).

              Especially for Healthcare, Machine Learning is one of the most promising, innovative and disruptive developments in digital technology. Artificial intelligence has seen rapid innovations over the last few years. If used properly, it can empower care providers to make better diagnoses, provide better patient care, and improve access to healthcare.

              AI and ML is an excellent example where close cooperation between the domain specialist (the person knowing and understanding the data, for example the healthcare specialist), the data scientist and IT is crucial for a successful implementation. Our AI and ML courses are meant specifically for the domain specialists and IT specialists.

              One of the goals is to enhance the care provider’s decision-making. It’s very important to remember that the AI is not making the decision: AI empowers physicians with additional information that can help them more quickly and accurately diagnose particular conditions. Despite vendor enthusiasm, AI is still very much in its infancy, and providers should think of these tools as clinical support capabilities rather than machines that can make medical decisions completely on their own: keep the human in the loop.

              AI and ML implemented in healthcare is maybe the best example for Friendly AI: taken from transcript of the Global Health Privacy Summit ‘Artificial intelligence and Ethics’:

              There are between 400 million and 2 billion people who don’t have access to healthcare or sanitized facilities. Whether it’s to lower the costs of healthcare or whether it’s to literally make healthcare ubiquitous so that all of humanity can participate in the opportunity to receive care, machine learning is somehow essential to this.

              Just some of the use cases covered in this masterclass AI and Machine Learning for healthcare:

              • Clinical Decision Support and Predictive Analytics: Identifying and addressing risks, generate patient-specific assessments or recommendations.
              • Medical Imaging: Machine learning can supplement the skills of human radiologists by identifying subtler changes in imaging scans more quickly, potentially leading to earlier and more accurate diagnoses.
              • Voice-to-Text Transcription/NLP:  Natural language processing (NLP) can ease the transfer of information into electronic health records (EHR) and can make sure that we have the most accurate data fed into the EHR system
              • Cybersecurity: Trying to keep up with cyber-issues is a never-ending battle. Patient privacy are critical concerns for every healthcare provider and intelligent algorithms may be the best way to tackle cyber threats, for example reduce the rising threat of ransomware.

              In this training you will learn the essential principles of Machine Learning and Data Science. You will learn about the latest tools and means available which will enable you start a ML project and setup a framework within your organization. You will learn about the specific concerns and opportunities in the healthcare industry.

              This masterclass AI and Machine Learning for healthcare will answer questions like:

              • What is AI, ML and Deep Learning?
              • Why should I start now with an AI and ML project?
              • What are the first steps to start an AI/ML project?
              • What is data governance in healthcare, how can I secure and use my data efficiently?
              • How can I make my Big data Smart data in the healthcare industry?
              • What are the most popular algorithmes and how can I evaluate and score a ML model?
              • Which tools are available ?
              • What are the dangers and pitfalls of AI and ML?
                • What is Bias?
                • How to avoid the “black box”
              • What are the ethical concerns?

              After attending this masterclass AI and Machine Learning for healthcare  you you can start directly with AI / ML and you will have the knowledge to start a Machine Learning project in the healthcare industry. You will receive references (books, courses, online resources) that enable you to increase your knowledge of AI and Machine Learning within the healthcare industry.

              You can find a detailed agenda at the end of this page.

              Impatient? Read the excellent report from the British NHSx:  Artificial Intelligence: How to get it right. Putting policy into practice for safe data-driven innovation in health and care.

              Masterclass AI and Machine Learning for healthcare
              Masterclass AI and Machine Learning for healthcare

              Course delivery

              This masterclass AI and Machine Learning for healthcare training is available in the following formats:

              • Classroom sessions (to be planned in the Netherlands and Belgium or on location).
              • Webinar: Online classroom / virtual classroom: you can join live from anywhere in the world using Skype or Zoom.

              An E-learning module (as is available for our IT Essentials for non-IT) is under development.

              Course duration

              Two and a half days.

              Price

              The Web Infra Academy uses two price models: per student or per training. For an on-site classroom training and a quotation please contact us or use the form at the end of this page.

              • Classroom:           1495,00 Euro per student
              • Remote/online:  1095.00 Euro per student (using Skype or Zoom)
              • E-learning:            under development
              • Blended:                under development

              Course dates classroom training

              Series 1

              Startdate 15-06-2020 – end date 17-06-2020, location Nieuwegein, The Netherlands

              Series 2

              Startdate 23-09-2020 – enddate 25-09-2020, location Nieuwegein, The Netherlands

              Course dates remote/online

              Series 1

              Startdate 29-06-2020 – end date 01-07-2020, location: online (Skype or Zoom)

              Time: in consultation with participants

              Series 2

              Startdate 30-09-2020 – end date 02-10-2020, location: online (Skype or Zoom)

              Time: in consultation with participants

              Please register using the form at the end of this page.

              Prerequisites

              • None.

              Target audience

              Healthcare specialists, healthcare managers, healthcare IT specialists

              Agenda masterclass AI and Machine Learning for healthcare

              Day 1

              • Examples of applied Machine Learning in healthcare
              • What is AI en Machine Learning?
              • History of AI and Machine Learning
              • Terminology AI and Machine Learning (Deep learning, General AI, Narrow AI, Friendly AI, Singularity etc.)
              • Why now: the 7 “key enablers”
              • Relationship Big Data, IoT and AI/Machine Learning
              • Exercise one: doing your first prediction using Dataiku
              • Essentials of Data Science:
                • the bell curve, standard deviation, Z-score etc.
                • Data governance: bringing data silo’s together, data formats healthcare (HL7 FHIR etc.)
                • Visualization
                • Feature engineering
                • Simpson’s paradox
              • Exercise two: data selection and feature engineering using Azure ML
              • The potential of AI and Machine Learning in healthcare
              • Basic methods for Machine Learning (supervised learning, unsupervised learning, deep learning etc.)

              Day 2

              • The most popular Machine Learning algorithms
              • Exercise three: binomial classification
              • Training your model (K-fold cross test)
              • confusion matrix, Accuracy, precision, recall, ROC, UAC
              • Exercise four: predicting a value
              • R2 and scatter plots
              • Overfitting and regularization
              • Exercise five: clustering
              • Silhouette
              • Variable importance: RFM
              • Natural Language Processing (NLP)
              • Types of data: matrix, images-tensors, text-corpus
              • Word frequency, Topic modelling, sentiment analysis

              Day 3

              • Neural networks
              • Exercise six: image recognition
              • Convolutional neural networks
              • The most popular tools for Machine Learning
              • AutoML
              • Risks and ethics of AI and Machine Learning (Bias)
              • Data security: GDPR, depersonalization/masking, encryption and MFA
              • How do I start a successful Machine Learning project
              • How do I incorporate Machine Learning in my organization
              • Resources for learning

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