[Menu]
# Main Menu
[[menu.main]] 
name = "Home"
url= "/"
weight = 1
[[menu.main]] 
name = "Work"
url= "/work/"
weight = 2
[[menu.main]]
name = "About"
url= "/about/"
weight = 3
[[menu.main]]
name = "Blog"
url= "/blog/"
weight = 4
          
        

          
<nav class="navbar navbar-expand-lg w-100" id="navigationBar">
<div class="container-fluid">
  <a href="{{.Site.BaseURL}}" class="navbar-brand">
    <img src="{{ .Site.Params.logo | absURL}}" class="show-on-light" alt="site-logo" />
    <img src="{{ .Site.Params.logoDark | absURL}}" class="show-on-dark" alt="site-logo" />
  </a>
  <!--Navbar Toggler-->
  <button
    class="navbar-toggler p-3"
    type="button"
    data-bs-toggle="collapse"
    data-bs-target="#navbarSupportedContent"
    aria-controls="navbarSupportedContent"
    aria-expanded="false"
    aria-label="Toggle navigation"
  >
    <span class="navbar-toggler-default">
      <svg
        width="20"
        height="20"
        viewBox="0 0 20 20"
        fill="none"
        xmlns="http://www.w3.org/2000/svg"
      >
        <path
          class="stroke--color"
          d="M3.125 10H16.875"
          stroke=""
          stroke-width="2"
          stroke-linecap="round"
          stroke-linejoin="round"
        />
        <path
          class="stroke--color"
          d="M3.125 5H16.875"
          stroke=""
          stroke-width="2"
          stroke-linecap="round"
          stroke-linejoin="round"
        />
        <path
        class="stroke--color"
          d="M3.125 15H16.875"
          stroke=""
          stroke-width="2"
          stroke-linecap="round"
          stroke-linejoin="round"
        />
      </svg>
    </span>
    <span class="navbar-toggler-toggled">
      <svg
        width="20"
        height="20"
        viewBox="0 0 28 28"
        fill="none"
        xmlns="http://www.w3.org/2000/svg"
      >
        <path
        class="stroke--color"
          d="M21.5 6.5L6.5 21.5"
          stroke=""
          stroke-width="3"
          stroke-linecap="round"
          stroke-linejoin="round"
        />
        <path
          class="stroke--color"
          d="M21.5 21.5L6.5 6.5"
          stroke=""
          stroke-width="3"
          stroke-linecap="round"
          stroke-linejoin="round"
        />
      </svg>
    </span>
  </button>

  <div
    class="collapse navbar-collapse justify-content-between"
    id="navbarSupportedContent"
  >
    <ul class="nav navbar-nav ms-lg-auto">
      {{ $current := .}} 
      {{ range .Site.Menus.main}}
      {{ $active := or ($current.IsMenuCurrent "main" .) ($current.HasMenuCurrent "main" .)}} 
      {{ $active = or $active (eq .Name $current.Title)}}
      {{ $active =or $active (and (eq .Name "Work") (eq $current.Section "work"))}} 
      {{ $active =or $active (and (eq .Name "About") (eq $current.Section "about"))}} 
      {{ $active =or $active (and (eq .Name "Blog") (eq $current.Section "blog"))}} 
      {{if .HasChildren}}
      <li class="nav-item dropdown">
        <a
          class="nav-link dropdown-toggle"
          href="#"
          role="button"
          data-bs-toggle="dropdown"
          aria-expanded="false"
        >
          {{.Name}}
        </a>
        <ul class="dropdown-menu dropdown-menu-end">
          {{ range .Children}}
          <li class=" dropdown-menu-list {{ if $active}}active{{ end}}">
            <a href="{{ .URL}}" class="dropdown-item">{{ .Name}}</a>
          </li>
          {{ end}}
        </ul>
      </li>
      {{ else}}
      <li class="nav-item">
        <a
          class="nav-link  {{ if $active}} active {{ end}}"
          href="{{ .URL | absURL}}"
          >{{ .Name}}</a
        >
      </li>
      {{ end}} {{ end}}
    </ul>
    <div class="navbar-nav">
      <a href="{{ .Site.Params.contactPageLink | absURL}}" class="btn btn-sm btn-secondary ms-xl-3">Let's Talk</a>
    </div>
  </div>
</div>
</nav>
          
        

          
---
enable: true
heroTitle: >
  We are Mantis, 
 Your Trusted Partner 
 in the AI revolution.
heroImage: "images/hero/hero-banner.png"
heroImageDark: "images/hero/hero-banner-dark.png"
heroBtnText: "Let's Talk"
heroBtnLink: "#"
---
          
        

          
<!--Hero Section-->
{{with .Site.Data.hero}}
{{if .enable}}
<section class="hero">
  <div class="container">
    <div class="row">
      <div class="col-12">
        <div class="hero-content d-flex">
          <div class="hero-content--text ">
              <h1>{{ .heroTitle | safeHTML}}</h1>
              <a href="{{ .heroBtnLink | absURL }}" class="btn btn-primary">
                {{ .heroBtnText }}
              </a>
          </div>
          <div class="hero-content--image">
            <svg class="shape1" width="139" height="126" viewBox="0 0 139 126" fill="none" xmlns="http://www.w3.org/2000/svg">
              <path class="stroke--color"  d="M1.69663 124.179C5.3682 111.032 12.3066 89.0485 29.9188 88.1457C38.4789 87.7068 45.0552 86.234 51.7426 92.5326C65.3401 105.34 40.5101 122.342 27.7413 111.212C2.16227 88.9151 9.4855 51.6469 39.9168 40.2848C53.9921 35.0295 70.1413 36.9591 82.2288 46.1344C87.9075 50.4451 93.8286 59.1902 86.1743 65.2725C69.1405 78.808 46.459 59.7206 49.0254 40.072C53.157 8.43965 93.7684 1.43608 117.437 14.7405C117.576 14.8187 134.718 25.4052 131.487 26.6691C125.106 29.166 104.447 22.7396 111.299 22.7913C118.087 22.8424 122.813 27.4804 128.484 29.7595C131.119 30.8188 135.519 6.79321 136.737 2.4012" stroke="" stroke-width="3" stroke-linecap="round"/>
            </svg>              
            <img src="{{ .heroImage | absURL }}" class="show-on-light" alt="hero-image">
            <img src="{{ .heroImageDark | absURL }}" class="show-on-dark" alt="hero-image">
          </div>
        </div>
      </div>
    </div>
  </div>
</section>
{{end}}
{{end}}
          
        

          
---
enable : true
whatWeDoTitle: What we do?
whatWeDoSubTitle: >
                We solve business problems related to natural human language and speech. This field of Artificial <br> 
                Intelligence is called Natural Language Processing (NLP).We use tools like spaCy, and transformers, which <br>
                allow us to deploy state of the art models known for their speed and accuracy.
whatWeDoItems: 
    - title: Medical <br> Chatbots 
      desc: >
            We've helped our clients to provide complex medical training and assessment 
            by building chatbots that can communicate with people through speech and text.
      icon: >
            <svg width="45" height="40" viewBox="0 0 45 40" fill="none" xmlns="http://www.w3.org/2000/svg">
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            </svg>

    - title: Extract from <br> Documents 
      desc: >
            We've built pipelines to extract complex information from documents in very specific domains such as invoicing, 
            research grant applications, and government or policy documents.
      icon: >
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    - title: Search <br> & Compare
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whatWeDoTools:
    - title: >
            <span> Strategic advice: </span> <br> one-off or ongoing
      desc: >
            We can provide one-off or ongoing advice for any of your needs around Natural Language Processing. This could look like:
      image: "images/whatWeDo/whatWeDo1.png"
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      whatWeDoToolsLists:
          - list: >
                  Helping you set your data strategy or sense-checking your existing strategy roadmap

          - list: >
                  Providing expert advice about which NLP technology would work best for your specific project

          - list: >
                  Advising on how you could improve the quality of your text data before a project starts or during an ongoing project

    - title: >
            <span> Ongoing consulting </span>
      desc: >
            We can integrate seamlessly into your ongoing project or embed during a project’s early stages to provide ongoing practical 
            support and consulting for your Natural Language Processing projects. This could look like:
      image: "images/whatWeDo/whatWeDo2.png"
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      whatWeDoToolsLists:
          - list: >
                  Helping you recruit the best NLP experts for your project

          - list: >
                  Helping you create a data roadmap combined with regular check-ins to support its implementation

          - list: >
                  Continuously reviewing the latest Natural Language Processing technology so you always stay ahead of the curve
    - title: >
            <span> Develop, build and deploy </span>
      desc: >
            We develop, build and deploy the most relevant Natural Language Processing and deep learning techniques 
            to solve your problem, from battle-tested traditional algorithms, to state-of-the-art deep neural networks.
            <br><br>
            This could look like:
      image: "images/whatWeDo/whatWeDo3.png"
      shape1: >
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              </svg>

      shape2: >
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      whatWeDoToolsLists:
          - list: >
                  Tagging documents to add missing metadata. You can use this, for example, to make informed decisions through intelligent analysis such as how much money to allocate to a project, 
                  or how to improve the grouping of items effectively for e-commerce.
---
          
        

          
{{with .Site.Data.whatWeDo}}
{{if .enable}}

<section class="whatWeDo">
  <div class="container">
    <div class="row">
      <div class="col-md-9 mx-auto">
        <div class="section-header text-center">
          <h2 class="section-header--title">
            {{ .whatWeDoTitle }}
          </h2>
          <p class="section-header--subTitle subtitle">
            {{ .whatWeDoSubTitle | safeHTML }}
          </p>
        </div>
      </div>
    </div>
    <!--End of Section Title-->
    <div class="row">
      <div class="col-12">
        <div class="whatWeDo-items--body">
            <div class="whatWeDo-items--shapeTop">
            <svg width="122" height="126" viewBox="0 0 122 126" fill="none" xmlns="http://www.w3.org/2000/svg">
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            <div class="whatWeDo-items--shapeBottom">
            <svg width="51" height="52" viewBox="0 0 51 52" fill="none" xmlns="http://www.w3.org/2000/svg">
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            </svg>                        
            </div>
          <div class="whatWeDo-items d-grid">
            {{ range .whatWeDoItems }}
            <div class="whatWeDo-items--content">
              <div class="whatWeDo-items--content--icon">
                {{ .icon | safeHTML }}
              </div>
              <h5 class="whatWeDo-items--content--title"> {{  .title | safeHTML }} </h5>
              <p class="whatWeDo-items--content--desc"> {{  .desc | safeHTML }}  </p>
            </div>
            {{ end }}
          </div>
        </div>
      </div>
    </div>
    <!--End of Section Items-->
    <div class="row">
      <div class="col-12">
        <div class="whatWeDo-tools--body">
          {{ range .whatWeDoTools }}
          <div class="whatWeDo-tools d-grid">
            <div class="whatWeDo-tools--image">
              <img src=" {{ .image | absURL }} " alt="">

              <div class="whatWeDo-tools--image--shapeTop">
                {{ .shape1 | safeHTML }}
              </div>

              <div class="whatWeDo-tools--image--shapeBottom">
                {{ .shape2 | safeHTML }}
              </div>

            </div>
            <div class="whatWeDo-tools--content">
              <h3 class="whatWeDo-tools--content--title">
                {{ .title | safeHTML}}
              </h3>
              <p class="whatWeDo-tools--content--desc subtitle">
                {{ .desc | safeHTML }}
              </p>

              <ul class="whatWeDo-tools--content--list">
                {{ range .whatWeDoToolsLists }}
                <li class="d-flex">
                  <svg width="16" height="16" viewBox="0 0 16 16" fill="none" xmlns="http://www.w3.org/2000/svg">
                    <path class="stroke--color--primary fill--color--primary" fill-rule="evenodd" clip-rule="evenodd" d="M1 1C5.8 6.871 2.919 12.471 1 15C6.871 10.2 12.471 13.081 15 15C13.081 12.471 10.2 6.871 15 1C12.471 2.919 6.871 5.8 1 1Z" fill="" stroke="" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"/>
                  </svg>                    
                  <span> {{ .list }} </span>
                </li>
                {{ end }}
              </ul>
            </div>
          </div>
          {{ end }}
          
        </div>
      </div>
    </div>
  </div>
</section>

{{ end }}
{{ end }}
            
          
        

          
---
enable : true
howWeHelpTitle: How we help you?
howWeHelpSubTitle: >
                We work with you to scope out your project
howWeHelpDesc: >
                
 Each problem is unique and there’s no one-size-fits-all solution. 

                
 At Mantis, we’ll have a call with you to understand the problems you’re facing.
                  We’ll then match your problems up with how we can use Natural Language Processing (NLP) 
                  to provide the best solution. 

                
 This might involve, for example, looking at a sample of your text data 
                to have a more accurate understanding of which Natural Language Processing techniques 
                would work most effectively. Or it might involve working with you to improve your existing 
                NLP techniques around data so your data is in the best shape for future use. 

                
 We’ll then recommend options for moving forward and what the estimated costs and timeline would be. 
howWeHelpBtnText: "Let's Talk"
howWeHelpBtnLink: "#"
---
          
        

          
{{with .Site.Data.howWeHelp}}
{{if .enable}}
<div class="howWeHelp">
  <div class="container">
    <div class="row">
      <div class="col-12">
        <div class="howWeHelp-items--body">
          
          <div class="howWeHelp-items--shapeTop">
            <svg width="78" height="79" viewBox="0 0 78 79" fill="none" xmlns="http://www.w3.org/2000/svg">
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          <div class="howWeHelp-items d-flex">
            <div class="section-header howWeHelp-items--content">
              <h2 class="section-header--title">
                {{ .howWeHelpTitle }}
              </h2>
              <p class="section-header--subTitle subtitle">
                {{ .howWeHelpSubTitle | safeHTML }}
              </p>
              <div class="section-header--desc">
                {{ .howWeHelpDesc | safeHTML }}
              </div>
  
              <a href="{{ .howWeHelpBtnLink | absURL }}" class="btn btn-primary">
                {{ .howWeHelpBtnText | safeHTML }}
              </a>
  
            </div>
  
            <div class="howWeHelp-items--image">
              <svg width="386" height="306" viewBox="0 0 386 306" fill="none" xmlns="http://www.w3.org/2000/svg">
                <path d="M289.796 114.299C301.134 134.487 297.695 158.555 292.667 175.93C281.74 212.01 258.177 266.219 205.891 297.967L205.748 298.054C201.468 300.63 196.566 301.994 191.568 302C186.57 302.004 181.666 300.651 177.379 298.084L177.185 297.967C95.6992 248.856 86.0069 175.59 86.0069 175.59C83.6459 157.716 80.6245 134.846 93.2317 114.379C128.073 57.8187 258.399 58.3908 289.796 114.299Z" fill="#5CFF85"/>
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            </div>
          </div>
        </div>
        
      </div>
    </div>
  </div>
</div>
{{ end }}
{{ end }}
          
        

          
---
enable: true
sectionTitle: >
  Clients love US
sectionSubTitle: >
  Lorem ipsum dolor sit amet, consectetur adipiscing elit. Orci, amet eget id dolor facilisi scelerisque semper. 
  Duis morbi nunc, elit auctor porttitor. Odio enim scelerisque sagittis.
testimonials:
  - author: Michel Atherton
    designation: CEO
    desc: >
      We've helped our clients to provide complex medical training and assessment
        by building chatbots that can communicate with people through speech and text.
    authorImage: "images/testimonial/testimonial1.png"

  - author: Nuno Gomej
    designation: Head of Content
    desc: >
      We've helped our clients to provide complex medical training and assessment
        by building chatbots that can communicate with people through speech and text.
    authorImage: "images/testimonial/testimonial2.png"

  - author: Adam Lalana
    designation: Head of Marketing
    desc: >
      We've helped our clients to provide complex medical training and assessment
        by building chatbots that can communicate with people through speech and text.
    authorImage: "images/testimonial/testimonial3.png"

  - author: Lara Christin
    designation: Head of HR
    desc: >
      We've helped our clients to provide complex medical training and assessment
        by building chatbots that can communicate with people through speech and text.
    authorImage: "images/testimonial/testimonial4.png"

  - author: Ashle Polonisky
    designation: Content Writer
    desc: >
      We've helped our clients to provide complex medical training and assessment
        by building chatbots that can communicate with people through speech and text.
    authorImage: "images/testimonial/testimonial5.png"

  - author: Allan Fidel
    designation: Designer
    desc: >
      We've helped our clients to provide complex medical training and assessment
        by building chatbots that can communicate with people through speech and text.
    authorImage: "images/testimonial/testimonial1.png"

  - author: Sara Sanoon
    designation: MD
    desc: >
      We've helped our clients to provide complex medical training and assessment
    authorImage: "images/testimonial/testimonial4.png"
---
          
        

          
{{with .Site.Data.testimonial }}
{{if .enable}}
<section class="testimonial" id="testimonial">
  <div class="container">
    <div class="row">
      <div class="col-lg-8 col-md-10 mx-auto">
        <div class="section-header text-center">
          <h2 class="section-header--title">
            {{ .sectionTitle }}
          </h2>
          <p class="section-header--subTitle subtitle">
            {{ .sectionSubTitle | safeHTML }}
          </p>
        </div>
      </div>
    </div>
  </div>
  <div class="testimonial-items marquee" id="testimonialItems">
    <ul class="testimonial-items--list marquee-content" id="testimonialIitemsList">
      {{ range .testimonials }}  
      <li>
        <div class="testimonial-items--content">
          <div class="testimonial-items--content--header d-flex align-items-center">
          
            <div class="testimonial-items--content--header--img flex-shrink-0">
              <img src="{{ .authorImage | absURL }}" alt="">
            </div>
            <div class="testimonial-items--content--header--author">
              <h6>{{ .author }} </h6>
              <p>{{ .designation}} </p>
            </div>
          </div>
          <div class="testimonial-items--content--body">
            {{ .desc }}
          </div>
        </div>
      </li>
      {{ end }}
    </ul>
  </div>
</section>
{{ end }}
{{ end }}
          
        

          
---
enable : true
callToActionTitle: >
                  Do you have a Natural Language Processing problem you need help with?
callToActionnText: "Let's Talk"
callToActionLink: "#"
---
          
        

          
{{with .Site.Data.callToAction}}
{{if .enable}}
<div class="callToAction">
  <div class="container">
    <div class="row">
      <div class="col-12">
        <div class="callToAction-items">
          <div class="callToAction-items--content text-center">
              <h2 class="callToAction-items--content--title">
              {{ .callToActionTitle }}
              </h2>
              <a href="{{ .callToActionLink | absURL }}" class="btn btn-primary">
              {{ .callToActionnText }}
            </a>
          </div>
        </div>
      </div>
    </div>
  </div>
</div>
{{ end }}
{{ end }}
          
        

          
---
enable : false
sectionTitle: A Mantis NLP project overview
projectOverviewsBgShape: >
                        <svg width="1184" height="583" viewBox="0 0 1184 583" fill="none" xmlns="http://www.w3.org/2000/svg">
                        <path d="M516.02 52.7235C517.832 59.485 531.494 64.1066 538.255 62.2949C531.494 64.1066 521.973 74.9398 523.785 81.7013M1004.49 350.157C1008.41 355.96 1002.93 369.303 997.127 373.217C1002.93 369.303 1017.35 369.225 1021.27 375.028M701.675 12.2322C702.163 19.2152 714.692 26.3586 721.675 25.8703C714.692 26.3586 703.279 35.1762 703.768 42.1592M325.898 119.781C328.966 126.072 343.259 128.002 349.55 124.934C343.259 128.002 335.98 140.453 339.049 146.745M153.643 210.521C157.659 216.255 172.077 215.925 177.811 211.91C172.077 215.925 166.836 229.361 170.851 235.095M13.6995 340.411C19.2899 344.624 32.9008 339.855 37.1135 334.265C32.9008 339.855 32.0681 354.253 37.6586 358.466M836.775 436.73C839.844 443.022 832.565 455.473 826.274 458.541C832.565 455.473 846.858 457.402 849.926 463.694M470.45 537.998C471.303 544.946 460.368 554.349 453.42 555.202C460.368 554.349 473.253 560.827 474.106 567.774M283.306 552.597C282.09 559.491 268.884 565.285 261.99 564.07C268.884 565.285 279.312 575.248 278.097 582.141M96.6708 516.25C93.7124 522.594 79.4558 524.773 73.1116 521.815C79.4558 524.773 86.9505 537.095 83.9922 543.439M897.477 0.815918C897.477 7.81592 909.477 15.8159 916.477 15.8159C909.477 15.8159 897.477 23.8159 897.477 30.8159M658.817 498.491C660.629 505.252 651.109 516.085 644.347 517.897C651.109 516.085 664.77 520.707 666.582 527.468M1098.45 34.3532C1095.17 40.5338 1102.01 53.231 1108.19 56.5173C1102.01 53.231 1087.65 54.661 1084.37 60.8416M1144.02 225.057C1149.69 229.171 1149.1 243.582 1144.99 249.245C1149.1 243.582 1162.63 238.576 1168.29 242.69M1179.25 132.751C1212.84 258.117 977.141 430.199 652.793 517.108C328.446 604.017 38.279 572.841 4.6873 447.475C-28.9044 322.109 206.8 150.026 531.147 63.1176C855.494 -23.791 1145.66 7.38486 1179.25 132.751Z" stroke="#5CFF85" stroke-width="2"/>
                        </svg>
projectOverviews:
    - title: Read
      desc: > 
            We will review the relevant literature for inspiration 
            on the latest and most stable Natural Language Processing techniques to solve the problem.
    - title: Implement
      desc: > 
            We design an algorithm (also known as a model) and implement a training process for the model to learn - 
            we use this process to either create your first model or help improve an existing model’s performance.
    - title: Deploy
      desc: > 
            We deploy the model onto your infrastructure of choice, such as 
            a cloud provider as a Docker container, or a standalone software package.
    - title: Monitor
      desc: > 
            We set up monitoring for the model’s performance to spot dips in performance early and work out how and when to optimise and recalibrate your model,
              which keeps the model’s response accurate and effective.

---

          
        

          
{{with .Site.Data.projectOverview}}
{{if .enable}}
<div class="projecOverview">
  <div class="container">
    <div class="row">
      <div class="col-12">
        <div class="section-header text-center">
          <h2 class="section-header--title">
            {{ .sectionTitle }}
          </h2>
        </div>
        <div class="projecOverview-items--body">
          <div class="projecOverview-items--bgShape">
            {{ .projectOverviewsBgShape | safeHTML }}
          </div>
          <div class="projecOverview-items d-grid">
            {{ range .projectOverviews }}
              <div class="projecOverview-items--content text-center">
                  <h4 class="projecOverview-items--content--title">
                  {{ .title }}
                  </h4>
                  <p class="projecOverview-items--content--desc">
                  {{ .desc }}
                  </p>
              </div>
            {{ end }}
          </div>
        </div>
      </div>
    </div>
  </div>
</div>
{{ end }}
{{ end }}
          
        

          
---
title: "Categorising theme"
date: 2022-11-13T20:34:12+06:00
image: "images/work/work1.png"
badge: "images/work/wellcome.png"
objectives: >
            The Wellcome Trust needed better visibility on where their research grants were being spent so they could better understand the grants’ impact and use this to inform ongoing strategic decisions.
nlps: ["entity-extraction", "content-categorization" ,"abc"]
models: ["CRF","Transformers", "naive-bayes", "SVM" ]
clientWebsite: "https://wellcome.org/"
gitName: "Grants tagger"
gitAddress: "https://github.com/wellcometrust/deep_reference_parser"
---
          
        

          
{{define "main"}}
<div class="works">
  <div class="container">
    <div class="row">
      <div class="col-12">
        <div class="page-header">
          <h1 class="page-title">
            {{ .Title }}
          </h1>
        </div>
      </div>

      <div class="col-12">
        <div class="filter-section">
          <div class="filter-section--sorting">
            <h4>Sort by</h4>
            <p class=" button--reset">Clear</p>
          </div>

          <div class="filter-section--row">
            <div class="filter-section--row--title">
              <h5>Techniques</h5> 
            </div>
            <div class="filter-section--row--buttons">
              {{if .Params.nlps}}
                {{ range .Params.nlps  }}
                <button class="filter-button" data-filter="{{ . | urlize }}">
                  <span> {{ . | humanize }} </span>
                  <svg class="filter-button--close" width="18" height="18" viewBox="0 0 18 18" fill="none" xmlns="http://www.w3.org/2000/svg">
                    <path fill-rule="evenodd" clip-rule="evenodd" d="M15.364 15.364C11.8492 18.8787 6.15075 18.8787 2.63604 15.364C-0.87867 11.8493 -0.878691 6.15077 2.63604 2.63604C6.15077 -0.878691 11.8493 -0.87867 15.364 2.63604C18.8787 6.15075 18.8787 11.8492 15.364 15.364ZM11.1213 5.46447C11.5119 5.07393 12.145 5.07395 12.5355 5.46447C12.9261 5.85499 12.9261 6.48814 12.5355 6.87868L10.4142 9L12.5355 11.1213C12.9261 11.5118 12.9261 12.145 12.5355 12.5355C12.145 12.9261 11.5118 12.9261 11.1213 12.5355L9 10.4142L6.87868 12.5355C6.48814 12.9261 5.85499 12.9261 5.46447 12.5355C5.07395 12.145 5.07393 11.5119 5.46447 11.1213L7.58579 9L5.46447 6.87868C5.07395 6.48816 5.07393 5.85501 5.46447 5.46447C5.85501 5.07393 6.48816 5.07395 6.87868 5.46447L9 7.58579L11.1213 5.46447Z" fill="black"/>
                  </svg>                      
                </button>
                {{ end }}
              {{end }}
            </div>
          </div>

          <div class="hr-border"> </div>

          <div class="filter-section--row">
            <div class="filter-section--row--title">
              <h5>Models</h5> 
            </div>
            <div class="filter-section--row--buttons">
              {{if .Params.models}}
                {{ range .Params.models  }}
                <button class="filter-button" data-filter="{{ . | urlize }}">
                  <span> {{ . | humanize }} </span>
                  <svg class="filter-button--close" width="18" height="18" viewBox="0 0 18 18" fill="none" xmlns="http://www.w3.org/2000/svg">
                    <path fill-rule="evenodd" clip-rule="evenodd" d="M15.364 15.364C11.8492 18.8787 6.15075 18.8787 2.63604 15.364C-0.87867 11.8493 -0.878691 6.15077 2.63604 2.63604C6.15077 -0.878691 11.8493 -0.87867 15.364 2.63604C18.8787 6.15075 18.8787 11.8492 15.364 15.364ZM11.1213 5.46447C11.5119 5.07393 12.145 5.07395 12.5355 5.46447C12.9261 5.85499 12.9261 6.48814 12.5355 6.87868L10.4142 9L12.5355 11.1213C12.9261 11.5118 12.9261 12.145 12.5355 12.5355C12.145 12.9261 11.5118 12.9261 11.1213 12.5355L9 10.4142L6.87868 12.5355C6.48814 12.9261 5.85499 12.9261 5.46447 12.5355C5.07395 12.145 5.07393 11.5119 5.46447 11.1213L7.58579 9L5.46447 6.87868C5.07395 6.48816 5.07393 5.85501 5.46447 5.46447C5.85501 5.07393 6.48816 5.07395 6.87868 5.46447L9 7.58579L11.1213 5.46447Z" fill="black"/>
                  </svg>   
                </button>
                {{ end }}
              {{end }}
            </div>
          </div>
        </div>

        <div class="filter-cards">
          {{ range .Paginator.Pages }}
          <div class="card filter-cards--items custom-cards" data-tags='
          {{if .Params.models}}{{ delimit .Params.nlps ", "}},{{end }}
          {{if .Params.models}}{{ delimit .Params.models ", "}}{{end }}
            '>
            {{ if .Params.badge }}
              <img src="{{ .Params.badge | absURL }}" class="custom-cards--badge" alt="">
            {{ end }}
            <img src="{{ .Params.image | absURL }}" class="card-img-top" alt="...">
            <div class="card-body">
              <a href="{{ .Permalink}}"><h4> {{ .Title}} </h4></a>
              <p>{{ .Params.Objectives }}</p>
              <a class="btn btn-light" href="{{ .Permalink}}" >Visit Project</a>
            </div>
          </div>
      
          {{ end }}
        </div>   
      </div>
    </div>
  </div>
</div>
{{end}}
          
        

          
---
title: "Contact Us"
date: 2022-11-15T20:03:31+06:00
logo: >
      <svg width="280" height="223" viewBox="0 0 280 223" fill="none" xmlns="http://www.w3.org/2000/svg">
      <path d="M209.022 83.8366C217.116 98.2678 214.662 115.47 211.073 127.889C203.272 153.679 186.45 192.426 149.125 215.118L149.023 215.18C145.967 217.021 142.468 217.997 138.9 218C135.332 218.004 131.83 217.037 128.771 215.201L128.632 215.118C70.4616 180.014 63.5423 127.645 63.5423 127.645C61.8569 114.87 59.6996 98.5237 68.6996 83.8951C93.5727 43.4668 186.609 43.8757 209.022 83.8366Z" fill="#5CFF85"/>
      <path d="M209.022 83.8366C217.116 98.2678 214.662 115.47 211.073 127.889C203.272 153.679 186.45 192.426 149.125 215.118L149.023 215.18C145.967 217.021 142.468 217.997 138.9 218C135.332 218.004 131.83 217.037 128.77 215.201L128.632 215.118C70.4616 180.014 63.5423 127.645 63.5423 127.645C61.8569 114.87 59.6996 98.5237 68.6996 83.8951C93.5727 43.4668 186.609 43.8757 209.022 83.8366Z" stroke="black" stroke-width="8.7863" stroke-miterlimit="10"/>
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      <path d="M139.83 53.6235C144.561 39.4624 153.625 27.1474 165.74 18.4213C177.855 9.69527 192.407 5 207.338 5C222.268 5 236.821 9.69527 248.936 18.4213C261.05 27.1474 270.115 39.4624 274.845 53.6235" stroke="black" stroke-width="8.7863" stroke-miterlimit="10" stroke-linecap="round"/>
      <path d="M5 53.6273C9.89175 39.2502 19.2213 26.7969 31.6445 18.0619C44.0676 9.32685 58.9432 4.76108 74.1274 5.02234C103.849 5.69491 128.81 22.9403 138.526 51.411" stroke="black" stroke-width="8.7863" stroke-miterlimit="10" stroke-linecap="round"/>
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      </svg>
---
          
        

          
{{define "main"}}
<div class="contact">
  <div class="container">
    <div class="row">
      <div class="col-xl-9 mx-auto">
        <div class="contact-items">
          <div class="contact-items--logo text-center">
            {{ .Params.logo | safeHTML }}
          </div>
          <div class="contact-items--content ">
              <h2 class="contact-items--content--title text-center">
              {{ .Title }}
              </h2>
              <div class="contact-items--form">
                <form class="row gy-4 gx-5" name="contact" data-netlify="true" method="POST">
                  <div class="col-md-6">
                    <label for="inputName" class="form-label">Name*</label>
                    <input type="text" class="form-control" id="inputName" name="name">
                  </div>
                  <div class="col-md-6">
                    <label for="inputCompanyName" class="form-label">Company Name*</label>
                    <input type="text" class="form-control" id="inputCompanyName" name="company_name">
                  </div>
                  <div class="col-md-6">
                    <label for="inputEmail" class="form-label">Work Email*</label>
                    <input type="email" class="form-control" id="inputEmail" name="email">
                  </div>
                  <div class="col-md-6">
                    <label for="inputPhone" class="form-label">Phone No.</label>
                    <input type="text" class="form-control" id="inputPhone" name="phone">
                  </div>
                  <div class="col-12">
                    <label for="floatingTextarea" class="form-label">Project Description*</label>
                    <textarea class="form-control form-textarea" placeholder="Please describe your project in detail (data type, volume, timeline, budget, etc.)" id="floatingTextarea" rows="5" name="project_description"></textarea>
                  </div>
                  <div class="col-md-12 text-end ">
                    <button type="submit" class="btn btn-primary btn-sm mt-2">Submit</button>
                  </div>
                </form>
              </div>
          </div>
        </div>
      </div>
    </div>
  </div>
</div>
{{end}}
          
        

          
---
title: "Categorising theme"
date: 2022-11-13T20:34:12+06:00
image: "images/work/work1.png"
badge: "images/work/wellcome.png"
objectives: >
            The Wellcome Trust needed better visibility on where their research grants were being spent so they could better understand the grants’ impact and use this to inform ongoing strategic decisions.
nlps: ["entity-extraction", "content-categorization" ,"abc"]
models: ["CRF","Transformers", "naive-bayes", "SVM" ]
clientWebsite: "https://wellcome.org/"
gitName: "Grants tagger"
gitAddress: "https://github.com/wellcometrust/deep_reference_parser"
---
          
        

          
{{define "main"}}
<div class="works">
  <div class="container">
    <div class="row">
      <div class="col-12">
        <div class="page-header">
          <h1 class="page-title">
            {{ .Title }}
          </h1>
        </div>
      </div>

      <div class="col-12">
        <div class="filter-section">
          <div class="filter-section--sorting">
            <h4>Sort by</h4>
            <p class=" button--reset">Clear</p>
          </div>

          <div class="filter-section--row">
            <div class="filter-section--row--title">
              <h5>Techniques</h5> 
            </div>
            <div class="filter-section--row--buttons">
              {{if .Params.nlps}}
                {{ range .Params.nlps  }}
                <button class="filter-button" data-filter="{{ . | urlize }}">
                  <span> {{ . | humanize }} </span>
                  <svg class="filter-button--close" width="18" height="18" viewBox="0 0 18 18" fill="none" xmlns="http://www.w3.org/2000/svg">
                    <path fill-rule="evenodd" clip-rule="evenodd" d="M15.364 15.364C11.8492 18.8787 6.15075 18.8787 2.63604 15.364C-0.87867 11.8493 -0.878691 6.15077 2.63604 2.63604C6.15077 -0.878691 11.8493 -0.87867 15.364 2.63604C18.8787 6.15075 18.8787 11.8492 15.364 15.364ZM11.1213 5.46447C11.5119 5.07393 12.145 5.07395 12.5355 5.46447C12.9261 5.85499 12.9261 6.48814 12.5355 6.87868L10.4142 9L12.5355 11.1213C12.9261 11.5118 12.9261 12.145 12.5355 12.5355C12.145 12.9261 11.5118 12.9261 11.1213 12.5355L9 10.4142L6.87868 12.5355C6.48814 12.9261 5.85499 12.9261 5.46447 12.5355C5.07395 12.145 5.07393 11.5119 5.46447 11.1213L7.58579 9L5.46447 6.87868C5.07395 6.48816 5.07393 5.85501 5.46447 5.46447C5.85501 5.07393 6.48816 5.07395 6.87868 5.46447L9 7.58579L11.1213 5.46447Z" fill="black"/>
                  </svg>                      
                </button>
                {{ end }}
              {{end }}
            </div>
          </div>

          <div class="hr-border"> </div>

          <div class="filter-section--row">
            <div class="filter-section--row--title">
              <h5>Models</h5> 
            </div>
            <div class="filter-section--row--buttons">
              {{if .Params.models}}
                {{ range .Params.models  }}
                <button class="filter-button" data-filter="{{ . | urlize }}">
                  <span> {{ . | humanize }} </span>
                  <svg class="filter-button--close" width="18" height="18" viewBox="0 0 18 18" fill="none" xmlns="http://www.w3.org/2000/svg">
                    <path fill-rule="evenodd" clip-rule="evenodd" d="M15.364 15.364C11.8492 18.8787 6.15075 18.8787 2.63604 15.364C-0.87867 11.8493 -0.878691 6.15077 2.63604 2.63604C6.15077 -0.878691 11.8493 -0.87867 15.364 2.63604C18.8787 6.15075 18.8787 11.8492 15.364 15.364ZM11.1213 5.46447C11.5119 5.07393 12.145 5.07395 12.5355 5.46447C12.9261 5.85499 12.9261 6.48814 12.5355 6.87868L10.4142 9L12.5355 11.1213C12.9261 11.5118 12.9261 12.145 12.5355 12.5355C12.145 12.9261 11.5118 12.9261 11.1213 12.5355L9 10.4142L6.87868 12.5355C6.48814 12.9261 5.85499 12.9261 5.46447 12.5355C5.07395 12.145 5.07393 11.5119 5.46447 11.1213L7.58579 9L5.46447 6.87868C5.07395 6.48816 5.07393 5.85501 5.46447 5.46447C5.85501 5.07393 6.48816 5.07395 6.87868 5.46447L9 7.58579L11.1213 5.46447Z" fill="black"/>
                  </svg>   
                </button>
                {{ end }}
              {{end }}
            </div>
          </div>
        </div>

        <div class="filter-cards">
          {{ range .Paginator.Pages }}
          <div class="card filter-cards--items custom-cards" data-tags='
          {{if .Params.models}}{{ delimit .Params.nlps ", "}},{{end }}
          {{if .Params.models}}{{ delimit .Params.models ", "}}{{end }}
            '>
            {{ if .Params.badge }}
              <img src="{{ .Params.badge | absURL }}" class="custom-cards--badge" alt="">
            {{ end }}
            <img src="{{ .Params.image | absURL }}" class="card-img-top" alt="...">
            <div class="card-body">
              <a href="{{ .Permalink}}"><h4> {{ .Title}} </h4></a>
              <p>{{ .Params.Objectives }}</p>
              <a class="btn btn-light" href="{{ .Permalink}}" >Visit Project</a>
            </div>
          </div>
      
          {{ end }}
        </div>   
      </div>
    </div>
  </div>
</div>
{{end}}
          
        

          
---
enable : true
sectionTitle: >
              Our Team
teamMembers:
    - name: Matt
      desc: >
            Matt is an environmental scientist by background with a PhD in forestry. He left academia in 2015 and has worked as a data scientist in a number of UK Government departments, startups, and NGOs. Matt has experience of working in the Legal, Health, and Government sectors, 
            where his work focussed on developing reproducible and transparent ways of working and natural language problems.
      githubLink: "#"
      linkedinLink: "#"
      image: "images/team/team1.png"
    - name: Nick
      desc: >
            Nick has studied computer science at Imperial College where his thesis was about detecting lies from video. He has been working as a data scientist for more than 8 years in various startups and lately at the Wellcome Trust. Since his transition to the industry he switched focus from Computer vision to NLP and has experienced working with datasets from a few hundreds to millions of 
            examples and thousands of classes. He has a strong interest in reproducible, reusable and open source code.
      githubLink: "#"
      linkedinLink: "#"
      image: "images/team/team2.png"
---
          
        

          
{{with .Site.Data.team}}
{{if .enable}}
<section class="team">
  <div class="container">
    <div class="row">
      <div class="col-12">
        <div class="section-header text-center">
          <h2 class="section-header--title">
            {{ .sectionTitle }}
          </h2>
        </div>

        <div class="team-items">

          {{ range .teamMembers }}
            <div class="team-members">
              <div class="team-members--image">
                <img src="{{ .image | absURL }}" alt="">
              </div>
              <div class="team-members--details">
                <h4>{{ .name }}</h4>
                <p class="subtitle">{{ .desc }}</p>
                <div class="team-members--links">
                  <a href=" {{ .githubLink }} " target="_blank" class="btn btn-xs btn-dark ">
                    <svg width="20" height="20" viewBox="0 0 20 20" fill="none" xmlns="http://www.w3.org/2000/svg">
                      <path fill-rule="evenodd" clip-rule="evenodd" d="M9.99908 0C4.47712 0 0 4.59042 0 10.2534C0 14.7834 2.86504 18.626 6.83876 19.9825C7.33908 20.0762 7.52141 19.7596 7.52141 19.4877C7.52141 19.2448 7.51281 18.5996 7.5079 17.7442C4.72636 18.3636 4.13948 16.3695 4.13948 16.3695C3.68458 15.1856 3.02894 14.8702 3.02894 14.8702C2.121 14.2339 3.0977 14.2465 3.0977 14.2465C4.10141 14.3195 4.62936 15.3033 4.62936 15.3033C5.52135 16.8699 6.97013 16.4174 7.53982 16.1555C7.63068 15.4927 7.88852 15.0408 8.17459 14.7846C5.95414 14.5259 3.61951 13.646 3.61951 9.71711C3.61951 8.59799 4.00933 7.6828 4.64901 6.96588C4.54587 6.70656 4.20271 5.66422 4.74662 4.25242C4.74662 4.25242 5.58642 3.97673 7.49685 5.30356C8.2943 5.07634 9.15007 4.96241 10.0003 4.95864C10.8493 4.96241 11.7051 5.07634 12.5038 5.30356C14.413 3.97673 15.2509 4.25242 15.2509 4.25242C15.7967 5.66422 15.4535 6.70656 15.3504 6.96588C15.9913 7.6828 16.3786 8.59799 16.3786 9.71711C16.3786 13.6561 14.0403 14.5228 11.8125 14.7765C12.1716 15.0931 12.4915 15.7187 12.4915 16.6754C12.4915 18.0457 12.4792 19.1516 12.4792 19.4877C12.4792 19.7622 12.6591 20.0813 13.1668 19.9812C17.1374 18.6223 20 14.7821 20 10.2534C20 4.59042 15.5223 0 9.99908 0Z" fill="white"/>
                    </svg>                      
                    <span>GIT Profile+</span>
                  </a>
                  <a href=" {{ .linkedinLink }} " target="_blank" class="btn btn-xs btn-dark ">
                    <svg width="20" height="20" viewBox="0 0 20 20" fill="none" xmlns="http://www.w3.org/2000/svg">
                      <path d="M17.0585 1.66662H2.9418C2.78311 1.66442 2.62555 1.69349 2.4781 1.75219C2.33066 1.81089 2.19622 1.89805 2.08246 2.00871C1.96871 2.11937 1.87786 2.25136 1.81512 2.39713C1.75238 2.5429 1.71897 2.6996 1.7168 2.85829V17.1416C1.71897 17.3003 1.75238 17.457 1.81512 17.6028C1.87786 17.7485 1.96871 17.8805 2.08246 17.9912C2.19622 18.1019 2.33066 18.189 2.4781 18.2477C2.62555 18.3064 2.78311 18.3355 2.9418 18.3333H17.0585C17.2171 18.3355 17.3747 18.3064 17.5222 18.2477C17.6696 18.189 17.804 18.1019 17.9178 17.9912C18.0316 17.8805 18.1224 17.7485 18.1851 17.6028C18.2479 17.457 18.2813 17.3003 18.2835 17.1416V2.85829C18.2813 2.6996 18.2479 2.5429 18.1851 2.39713C18.1224 2.25136 18.0316 2.11937 17.9178 2.00871C17.804 1.89805 17.6696 1.81089 17.5222 1.75219C17.3747 1.69349 17.2171 1.66442 17.0585 1.66662ZM6.7418 15.6166H4.2418V8.11662H6.7418V15.6166ZM5.4918 7.06662C5.14702 7.06662 4.81636 6.92966 4.57256 6.68586C4.32876 6.44206 4.1918 6.1114 4.1918 5.76662C4.1918 5.42184 4.32876 5.09118 4.57256 4.84738C4.81636 4.60358 5.14702 4.46662 5.4918 4.46662C5.67488 4.44586 5.86028 4.464 6.03586 4.51986C6.21144 4.57571 6.37325 4.66803 6.51068 4.79076C6.64811 4.91348 6.75807 5.06385 6.83336 5.23202C6.90864 5.40019 6.94756 5.58237 6.94756 5.76662C6.94756 5.95087 6.90864 6.13305 6.83336 6.30122C6.75807 6.46939 6.64811 6.61976 6.51068 6.74249C6.37325 6.86521 6.21144 6.95753 6.03586 7.01338C5.86028 7.06924 5.67488 7.08738 5.4918 7.06662ZM15.7585 15.6166H13.2585V11.5916C13.2585 10.5833 12.9001 9.92495 11.9918 9.92495C11.7107 9.92701 11.437 10.0152 11.2075 10.1776C10.978 10.34 10.8039 10.5688 10.7085 10.8333C10.6433 11.0292 10.615 11.2354 10.6251 11.4416V15.6083H8.12513C8.12513 15.6083 8.12513 8.79162 8.12513 8.10829H10.6251V9.16662C10.8522 8.77254 11.1826 8.44789 11.5805 8.22762C11.9784 8.00736 12.4289 7.89983 12.8835 7.91662C14.5501 7.91662 15.7585 8.99162 15.7585 11.3V15.6166Z" fill="white"/>
                    </svg>                      
                    <span>Linked In</span>
                  </a>
                </div>
              </div>
            </div>
          {{ end }}
        </div>

    </div>
  </div>
</section>
{{ end }}
{{ end }}