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{% macro provider_mark(card) -%}
  {% if card.provider_logo %}<img class="ds-provider-logo" src="{{ card.provider_logo }}" alt="">{% elif card.provider == 'DeepLearning.AI' %}<img class="ds-provider-logo" src="/static/deep-learning/provider-icon.png" alt="">{% else %}<span class="ds-provider-mark {{ 'is-ibm' if card.provider == 'IBM' else '' }}" aria-hidden="true">{{ 'G' if card.provider == 'Google' else ('IBM' if card.provider == 'IBM' else card.provider[:1]) }}</span>{% endif %}
{%- endmacro %}

{% macro course_card(card, result=false, release=false, deep=false) -%}
  <article class="ds-card {{ 'ds-result-card' if result else '' }}"{% if result %} data-source-result-card="{{ loop.index if loop else '' }}"{% endif %}{% if release %} data-source-release-card="{{ loop.index if loop else '' }}"{% endif %}{% if deep %} data-source-deep-learning-card="{{ loop.index if loop else '' }}"{% endif %}>
    <a class="ds-card-image" href="{{ card.href }}"><img src="{{ card.image }}" alt="">{% for badge in card.badges %}<span class="ds-card-badge">{{ badge }}</span>{% endfor %}</a>
    <div class="ds-card-copy">
      <p class="ds-provider">{{ provider_mark(card) }}{{ card.provider }}</p>
      <h3><a href="{{ card.href }}">{{ card.title }}</a></h3>
      {% if card.skills %}<p class="ds-skills"><strong>Skills you'll gain:</strong> {{ card.skills }}</p>{% endif %}
      {% if card.credential %}<a class="ds-credential" href="{{ card.href }}"><span aria-hidden="true">▧</span> {{ card.credential_label }}</a>{% endif %}
      {% if card.rating %}<p class="ds-rating"><span aria-hidden="true">★</span> {{ card.rating }} · {{ card.reviews }}</p>{% endif %}
      {% if card.meta %}<p class="ds-meta">{{ card.meta }}</p>{% endif %}
    </div>
  </article>
{%- endmacro %}

<main class="ds-shell">
  <nav class="ds-breadcrumbs" aria-label="Breadcrumb"><a href="/browse">Categories</a><span aria-hidden="true">›</span><span>Data Science</span></nav>

  <section class="ds-hero" aria-labelledby="ds-heading">
    <div>
      <h1 id="ds-heading">Data Science</h1>
      <p>Explore data science courses on Coursera to unlock the power of data in today's digital world. Led by university and industry experts, you'll build job-relevant skills in data analysis, machine learning, data visualization, and more…</p>
      <a href="#all-results">Show more</a>
    </div>
    <dl class="ds-stats"><div><dt>477</dt><dd>credentials</dd></div><div><dt>13</dt><dd>online degrees</dd></div><div><dt>2486</dt><dd>courses</dd></div></dl>
  </section>

  <section class="ds-section ds-popular" aria-labelledby="ds-popular-heading">
    <h2 id="ds-popular-heading">Most popular</h2>
    <nav class="ds-pills" aria-label="Popular levels"><a class="is-active" href="/browse/data-science">All</a><a href="/search?category=Data+Science&amp;level=Beginner">Beginner</a><a href="/search?category=Data+Science&amp;level=Intermediate">Intermediate</a><a href="/search?category=Data+Science&amp;level=Advanced">Advanced</a></nav>
    <div class="ds-four-grid">{% for card in popular %}{{ course_card(card) }}{% endfor %}</div>
    <a class="ds-show-more" href="/search?category=Data+Science">Show 8 more</a>
  </section>

  <section class="ds-roles" aria-labelledby="ds-role-heading">
    <div class="ds-role-intro"><h2 id="ds-role-heading">Explore roles</h2><p>Gain the knowledge and skills you need to advance.</p><a href="/search?category=Data+Science">View all</a></div>
    <article class="ds-role-card"><div><h3>Data Scientist</h3><p>A Data Scientist analyzes large datasets to uncover insights, using statistics, machine learning, and visualization to inform business strategies.</p><strong>CN¥80,949 <small>median salary <sup>1</sup></small></strong><b>Offered by</b><span class="ds-offered">IBM&nbsp;&nbsp; Google&nbsp;&nbsp; Coursera</span></div><img src="/static/browse/roles/data-scientist.avif" alt=""></article>
    <article class="ds-role-card"><div><h3>Machine Learning Engineer</h3><p>A Machine Learning Engineer builds and optimizes algorithms that enable computers to learn from data, using large datasets and neural networks.</p><b>Offered by</b><span class="ds-offered">IBM&nbsp;&nbsp; DeepLearning.AI&nbsp;&nbsp; Coursera</span></div><img src="/static/browse/roles/machine-learning-engineer.avif" alt=""></article>
  </section>

  <section class="ds-section ds-trending" aria-labelledby="ds-trending-heading"><h2 id="ds-trending-heading">Trending now</h2><div class="ds-four-grid">{% for card in trending %}{{ course_card(card) }}{% endfor %}</div><a class="ds-show-more" href="/search?category=Data+Science">Show 8 more</a></section>

  <section class="ds-core-skills" aria-labelledby="ds-core-heading"><h2 id="ds-core-heading">Core skills</h2><nav>{% for skill in core_skills %}<a href="/search?topic={{ skill|urlencode }}">{{ skill }}</a>{% endfor %}<a class="ds-skill-more" href="/search?category=Data+Science">Show more</a></nav></section>

  <section class="ds-section ds-deep-learning" aria-labelledby="ds-deep-learning-heading"><h2 id="ds-deep-learning-heading">Enhance Your Deep Learning Skills with Neural Networks</h2><div class="ds-four-grid">{% for card in deep_learning %}{{ course_card(card, deep=true) }}{% endfor %}</div><a class="ds-show-more" href="/search?q=Deep+Learning">Show 8 more</a></section>

  <section class="ds-section ds-degrees" aria-labelledby="ds-degrees-heading"><h2 id="ds-degrees-heading">Online degrees</h2><nav class="ds-pills" aria-label="Degree types"><a class="is-active" href="/degrees">All degrees</a><a href="/degrees">Bachelors</a><a href="/degrees">Masters</a><a href="/degrees">Postgraduate</a></nav><div class="ds-four-grid">{% for card in degrees %}{{ course_card(card) }}{% endfor %}</div><a class="ds-show-more" href="/degrees">Show 8 more</a></section>

  <section class="ds-categories" aria-labelledby="ds-categories-heading"><h2 id="ds-categories-heading">Explore Categories</h2><nav>{% for slug, label in categories %}<a href="/browse/{{ slug }}"><span aria-hidden="true">{{ '↗' if slug == 'data-science' else '◇' }}</span>{{ label }}</a>{% endfor %}</nav></section>

  <section class="ds-results" id="all-results" aria-labelledby="ds-results-heading">
    <aside class="ds-filters" aria-label="Filter by"><h2>Filter by</h2><fieldset><legend>Language <small>ⓘ</small></legend><label><input type="checkbox"> English <span>(3,134)</span></label><label><input type="checkbox"> Spanish <span>(2,414)</span></label><label><input type="checkbox"> French <span>(2,322)</span></label><label><input type="checkbox"> Arabic <span>(2,308)</span></label><a href="/search?category=Data+Science">Show 44 more</a></fieldset><fieldset><legend>Learning Product</legend><label><input type="checkbox"> Guided Projects <span>(250)</span><small>Build job-relevant skills in under 2 hours with hands-on tutorials.</small></label><label><input type="checkbox"> Courses <span>(2,486)</span><small>Learn from top instructors with graded assignments, videos, and discussion forums.</small></label><label><input type="checkbox"> Projects <span>(43)</span><small>Learn a new tool or skill in an interactive, hands-on environment.</small></label><label><input type="checkbox"> Specializations <span>(429)</span><small>Get in-depth knowledge of a subject by completing a series of courses and projects.</small></label><label><input type="checkbox"> Professional Certificates <span>(48)</span><small>Earn career credentials from industry leaders that demonstrate your expertise.</small></label><label><input type="checkbox"> MasterTrack® Certificates <span>(3)</span><small>Earn career credentials while learning.</small></label></fieldset></aside>
    <div class="ds-results-main"><header><h2 id="ds-results-heading">All results</h2><p><strong>Sort by:</strong> Best Match⌄</p></header><div class="ds-results-grid">{% for card in results %}{{ course_card(card, result=true) }}{% endfor %}</div><nav class="ds-pagination" aria-label="Results pages"><span>‹</span><a class="is-active" href="#all-results">1</a><a href="#all-results">2</a><a href="#all-results">3</a><a href="#all-results">4</a><a href="#all-results">5</a><span>…</span><a href="#all-results">84</a><span>›</span></nav></div>
  </section>

  <section class="ds-section ds-releases" aria-labelledby="ds-release-heading"><h2 id="ds-release-heading">New releases</h2><div class="ds-four-grid">{% for card in releases %}{{ course_card(card, release=true) }}{% endfor %}</div><a class="ds-show-more" href="/search?category=Data+Science">Show 8 more</a></section>

  <section class="ds-purpose" aria-labelledby="ds-purpose-heading"><h2 id="ds-purpose-heading">What brings you to Coursera today?</h2><div><a href="/signup"><span>♢</span>Start my career</a><a href="/signup"><span>⇄</span>Change my career</a><a href="/signup"><span>↗</span>Grow in my current role</a><a href="/signup"><span>♧</span>Explore topics outside of work</a></div></section>

  <section class="ds-partners" aria-labelledby="ds-partners-heading"><h2 id="ds-partners-heading">Leading partners</h2></section>

  <section class="ds-faq" aria-labelledby="ds-faq-heading"><h2 id="ds-faq-heading">Frequently asked questions</h2><div class="ds-faq-layout"><div class="ds-faq-list"><details><summary>What skills can I develop from data science courses on Coursera?</summary></details><details><summary>Do I need prior data science experience to take courses on Coursera?</summary></details><details><summary>What careers can I pursue by taking data science courses on Coursera?</summary></details><a href="/help">Show all 7 frequently asked questions⌄</a></div><aside><span>?</span><h3>More questions</h3><a href="/help">Visit the learner help center</a></aside></div></section>

  <p class="ds-footnote"><sup>1</sup> Median salary and job opening data are sourced from Lightcast™ Job Postings Report.<br>Content Creator, Machine Learning Engineer and Salesforce Development Representative<br>(1/1/2024 - 12/31/2024)<br>All other job roles (7/1/2024 - 7/1/2025)</p>
</main>

<section class="ds-signup" aria-labelledby="ds-signup-heading"><h2 id="ds-signup-heading">Join for free and get personalized recommendations, updates and offers.</h2><a href="/signup">Join for free</a></section>