update lecture notes

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<div class="section" id="links-to-relevant-courses-at-the-university-of-oslo">
<h1>Links to relevant courses at the University of Oslo<a class="headerlink" href="#links-to-relevant-courses-at-the-university-of-oslo" title="Permalink to this headline"></a></h1>
<p>The link here <a class="reference external" href="https://www.mn.uio.no/english/research/about/centre-focus/innovation/data-science/studies/">https://www.mn.uio.no/english/research/about/centre-focus/innovation/data-science/studies/</a> gives an excellent overview of courses on Machine learning at UiO.</p>
<ul class="simple">
<li><p><em>FYS5429 Advanced Machine Learning for the Physical Sciences</em> <a class="reference external" href="https://www.uio.no/studier/emner/matnat/fys/FYS5429/index-eng.html">https://www.uio.no/studier/emner/matnat/fys/FYS5429/index-eng.html</a></p></li>
<li><p><em>FYS5419 Quantum Computing and Quantum Machine Learning</em> <a class="reference external" href="https://www.uio.no/studier/emner/matnat/fys/FYS5419/index-eng.html">https://www.uio.no/studier/emner/matnat/fys/FYS5419/index-eng.html</a></p></li>
<li><p><em>STK2100 Machine learning and statistical methods for prediction and classification</em> <a class="reference external" href="http://www.uio.no/studier/emner/matnat/math/STK2100/index-eng.html">http://www.uio.no/studier/emner/matnat/math/STK2100/index-eng.html</a>.</p></li>
<li><p><em>IN3050 Introduction to Artificial Intelligence and Machine Learning</em> <a class="reference external" href="https://www.uio.no/studier/emner/matnat/ifi/IN3050/index-eng.html">https://www.uio.no/studier/emner/matnat/ifi/IN3050/index-eng.html</a>. Introductory course in machine learning and AI with an algorithmic approach.</p></li>
<li><p><em>STK-INF3000/4000 Selected Topics in Data Science</em> <a class="reference external" href="http://www.uio.no/studier/emner/matnat/math/STK-INF3000/index-eng.html">http://www.uio.no/studier/emner/matnat/math/STK-INF3000/index-eng.html</a>. The course provides insight into selected contemporary relevant topics within Data Science.</p></li>
<li><p><em>IN3050/4050 Introduction to Artificial Intelligence and Machine Learning</em> <a class="reference external" href="https://www.uio.no/studier/emner/matnat/ifi/IN3050/index-eng.html">https://www.uio.no/studier/emner/matnat/ifi/IN3050/index-eng.html</a>. Introductory course in machine learning and AI with an algorithmic approach.</p></li>
<li><p><em>IN4080 Natural Language Processing</em> <a class="reference external" href="https://www.uio.no/studier/emner/matnat/ifi/IN4080/index.html">https://www.uio.no/studier/emner/matnat/ifi/IN4080/index.html</a>. Probabilistic and machine learning techniques applied to natural language processing.</p></li>
<li><p><em>IN5550 Neural Methods in Natural Language Processing</em> <a class="reference external" href="https://www.uio.no/studier/emner/matnat/ifi/IN5550/index.html">https://www.uio.no/studier/emner/matnat/ifi/IN5550/index.html</a>. This course studies a selection of advanced techniques in Natural Language Processing (NLP), with particular emphasis on recent and current research literature. The focus will be on machine learning and specifically deep neural network approaches to the automated analysis of natural language text.</p></li>
<li><p><em>STK-IN4300 Statistical learning methods in Data Science</em> <a class="reference external" href="https://www.uio.no/studier/emner/matnat/math/STK-IN4300/index-eng.html">https://www.uio.no/studier/emner/matnat/math/STK-IN4300/index-eng.html</a>. An advanced introduction to statistical and machine learning. For students with a good mathematics and statistics background.</p></li>
<li><p><em>INF4490 Biologically Inspired Computing</em> <a class="reference external" href="http://www.uio.no/studier/emner/matnat/ifi/INF4490/">http://www.uio.no/studier/emner/matnat/ifi/INF4490/</a>. An introduction to self-adapting methods also called artificial intelligence or machine learning.</p></li>
<li><p><em>IN-STK5000 Adaptive Methods for Data-Based Decision Making</em> <a class="reference external" href="https://www.uio.no/studier/emner/matnat/ifi/IN-STK5000/index-eng.html">https://www.uio.no/studier/emner/matnat/ifi/IN-STK5000/index-eng.html</a>. Methods for adaptive collection and processing of data based on machine learning techniques.</p></li>
<li><p><em>IN5400/INF5860 Machine Learning for Image Analysis</em> <a class="reference external" href="https://www.uio.no/studier/emner/matnat/ifi/IN5400/">https://www.uio.no/studier/emner/matnat/ifi/IN5400/</a>. An introduction to deep learning with particular emphasis on applications within Image analysis, but useful for other application areas too.</p></li>
<li><p><em>TEK5040 Deep learning for autonomous systems</em> <a class="reference external" href="https://www.uio.no/studier/emner/matnat/its/TEK5040/">https://www.uio.no/studier/emner/matnat/its/TEK5040/</a>. The course addresses advanced algorithms and architectures for deep learning with neural networks. The course provides an introduction to how deep-learning techniques can be used in the construction of key parts of advanced autonomous systems that exist in physical environments and cyber environments.</p></li>
<li><p><em>IN4310 Deep Learning for Image Analysis</em> <a class="reference external" href="https://www.uio.no/studier/emner/matnat/ifi/IN4310/index.html">https://www.uio.no/studier/emner/matnat/ifi/IN4310/index.html</a>. An introduction to deep learning with particular emphasis on applications within Image analysis, but useful for other application areas too.</p></li>
<li><p><em>STK4051 Computational Statistics</em> <a class="reference external" href="https://www.uio.no/studier/emner/matnat/math/STK4051/index-eng.html">https://www.uio.no/studier/emner/matnat/math/STK4051/index-eng.html</a></p></li>
<li><p><em>STK4021 Applied Bayesian Analysis and Numerical Methods</em> <a class="reference external" href="https://www.uio.no/studier/emner/matnat/math/STK4021/">https://www.uio.no/studier/emner/matnat/math/STK4021/</a></p></li>
</ul>