PHYS30662
Advanced Computational Physics
10
Semester 2
Undergraduate
Level 6
Department of Physics & Astronomy
1
FHEQ level (Framework for Higher Education Qualifications) ' Last part of a Bachelors '
European Credit Transfer & Accumulation System Rating : 5.0
<div class="OutlineElement Ltr SCXW76353622 BCX8" style="-webkit-tap-highlight-color:transparent;-webkit-text-stroke-width:0px;-webkit-user-drag:none;background-color:rgb(255, 255, 255);clear:both;color:rgb(0, 0, 0);cursor:text;direction:ltr;font-family:"Segoe UI", "Segoe UI Web", Arial, Verdana, sans-serif;font-size:12px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;margin:0px;orphans:2;overflow:visible;padding:0px;position:relative;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;user-select:text;white-space:normal;widows:2;word-spacing:0px;"><p class="Paragraph SCXW76353622 BCX8" style="-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;background-color:transparent;border-left:0.666667px solid rgb(0, 0, 0);border-right:0.666667px solid rgb(0, 0, 0);color:windowtext;font-kerning:none;font-style:normal;font-weight:normal;margin:0px;overflow-wrap:break-word;padding:1.33333px 8px 1.33333px 5.33333px;text-align:left;text-indent:0px;user-select:text;vertical-align:baseline;" data-ccp-border-top="0.6666666666666666px solid #000000" data-ccp-padding-top="1.3333333333333333px" data-ccp-border-bottom="0.6666666666666666px solid #000000" data-ccp-padding-bottom="1.3333333333333333px" paraid="1436558619" paraeid="{f45bbf76-92b3-4fd0-9b92-a676d1e7db7f}{87}"><span style="color:rgb(0,0,0);font-family:"Microsoft Sans Serif", "Microsoft Sans Serif_EmbeddedFont", "Microsoft Sans Serif_MSFontService", sans-serif;font-size:11pt;"><span class="TextRun SCXW76353622 BCX8 NormalTextRun" style="-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;font-variant-ligatures:none !important;line-height:18.3458px;margin:0px;padding:0px;user-select:text;" data-contrast="none" xml:lang="EN-GB" lang="EN-GB">Computation is a vital part of modern scientific research along with theory and experiment. Interpreting the ever-increasing volume and complexity of data from physical experiments and astronomical observations requires the application of sophisticated computational techniques such as Monte Carlo sampling methods and (machine-learning) neural networks. Furthermore, the numerical simulation of physical systems is an invaluable method for building and testing physical models as well as predicting results beyond current knowledge. In this unit, the students will be introduced to these techniques through a project-based learning format, enabling them to learn how the different methods work and apply them to study set problems through constructing their own computational solutions using Python code.</span></span></p></div>
<div class="OutlineElement Ltr SCXW76353622 BCX8" style="-webkit-tap-highlight-color:transparent;-webkit-text-stroke-width:0px;-webkit-user-drag:none;background-color:rgb(255, 255, 255);clear:both;color:rgb(0, 0, 0);cursor:text;direction:ltr;font-family:"Segoe UI", "Segoe UI Web", Arial, Verdana, sans-serif;font-size:12px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;margin:0px;orphans:2;overflow:visible;padding:0px;position:relative;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;user-select:text;white-space:normal;widows:2;word-spacing:0px;"><p class="Paragraph SCXW76353622 BCX8" style="-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;background-color:transparent;border-left:0.666667px solid rgb(0, 0, 0);border-right:0.666667px solid rgb(0, 0, 0);color:windowtext;font-kerning:none;font-style:normal;font-weight:normal;margin:0px;overflow-wrap:break-word;padding:1.33333px 8px 1.33333px 5.33333px;text-align:left;text-indent:0px;user-select:text;vertical-align:baseline;" data-ccp-border-top="0.6666666666666666px solid #000000" data-ccp-padding-top="1.3333333333333333px" data-ccp-border-bottom="0.6666666666666666px solid #000000" data-ccp-padding-bottom="1.3333333333333333px" paraid="1436558619" paraeid="{f45bbf76-92b3-4fd0-9b92-a676d1e7db7f}{87}"><span style="color:rgb(0,0,0);font-family:"Microsoft Sans Serif", "Microsoft Sans Serif_EmbeddedFont", "Microsoft Sans Serif_MSFontService", sans-serif;font-size:11pt;"><span class="TextRun SCXW76353622 BCX8 NormalTextRun" style="-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;font-variant-ligatures:none !important;line-height:18.3458px;margin:0px;padding:0px;user-select:text;" data-contrast="none" xml:lang="EN-GB" lang="EN-GB">Computation is a vital part of modern scientific research along with theory and experiment. Interpreting the ever-increasing volume and complexity of data from physical experiments and astronomical observations requires the application of sophisticated computational techniques such as Monte Carlo sampling methods and (machine-learning) neural networks. Furthermore, the numerical simulation of physical systems is an invaluable method for building and testing physical models as well as predicting results beyond current knowledge. In this unit, the students will be introduced to these techniques through a project-based learning format, enabling them to learn how the different methods work and apply them to study set problems through constructing their own computational solutions using Python code.</span></span></p></div>
<div class="OutlineElement Ltr SCXW202362345 BCX8" style="-webkit-tap-highlight-color:transparent;-webkit-text-stroke-width:0px;-webkit-user-drag:none;background-color:rgb(255, 255, 255);clear:both;color:rgb(0, 0, 0);cursor:text;direction:ltr;font-family:"Segoe UI", "Segoe UI Web", Arial, Verdana, sans-serif;font-size:12px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;margin:0px;orphans:2;overflow:visible;padding:0px;position:relative;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;user-select:text;white-space:normal;widows:2;word-spacing:0px;"><p class="Paragraph SCXW202362345 BCX8" style="-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;background-color:transparent;border-left:0.666667px solid rgb(0, 0, 0);border-right:0.666667px solid rgb(0, 0, 0);border-top:0.666667px solid rgb(0, 0, 0);color:windowtext;font-kerning:none;font-style:normal;font-weight:normal;margin:2px 0px 0px;overflow-wrap:break-word;padding:1.33333px 8px 1.33333px 5.33333px;text-align:left;text-indent:0px;user-select:text;vertical-align:baseline;" data-ccp-border-bottom="0.6666666666666666px solid #000000" data-ccp-padding-bottom="1.3333333333333333px" paraid="190074815" paraeid="{bb363280-f84d-467f-b6a0-891025e00039}{44}"><span style="color:rgb(0,0,0);font-family:"Microsoft Sans Serif", "Microsoft Sans Serif_EmbeddedFont", "Microsoft Sans Serif_MSFontService", sans-serif;font-size:11pt;"><span class="TextRun SCXW202362345 BCX8 NormalTextRun" style="-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;font-variant-ligatures:none !important;line-height:18.3458px;margin:0px;padding:0px;user-select:text;" data-contrast="none" xml:lang="EN-GB" lang="EN-GB">For the students to acquire advanced computational problem-solving skills in three key areas: </span></span></p></div><div class="OutlineElement Ltr SCXW202362345 BCX8" style="-webkit-tap-highlight-color:transparent;-webkit-text-stroke-width:0px;-webkit-user-drag:none;background-color:rgb(255, 255, 255);clear:both;color:rgb(0, 0, 0);cursor:text;direction:ltr;font-family:"Segoe UI", "Segoe UI Web", Arial, Verdana, sans-serif;font-size:12px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;margin:0px;orphans:2;overflow:visible;padding:0px;position:relative;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;user-select:text;white-space:normal;widows:2;word-spacing:0px;"><p class="Paragraph SCXW202362345 BCX8" style="-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;background-color:transparent;border-left:0.666667px solid rgb(0, 0, 0);border-right:0.666667px solid rgb(0, 0, 0);color:windowtext;font-kerning:none;font-style:normal;font-weight:normal;margin:0px;overflow-wrap:break-word;padding:1.33333px 8px 1.33333px 5.33333px;text-align:left;text-indent:0px;user-select:text;vertical-align:baseline;" data-ccp-border-top="0.6666666666666666px solid #000000" data-ccp-padding-top="1.3333333333333333px" data-ccp-border-bottom="0.6666666666666666px solid #000000" data-ccp-padding-bottom="1.3333333333333333px" paraid="720876459" paraeid="{bb363280-f84d-467f-b6a0-891025e00039}{74}"><span style="color:rgb(0,0,0);font-family:"Microsoft Sans Serif", "Microsoft Sans Serif_EmbeddedFont", "Microsoft Sans Serif_MSFontService", sans-serif;font-size:11pt;"><span class="TextRun SCXW202362345 BCX8 NormalTextRun" style="-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;font-variant-ligatures:none !important;line-height:18.3458px;margin:0px;padding:0px;user-select:text;" data-contrast="none" xml:lang="EN-GB" lang="EN-GB">1 – Numerical simulation using finite differe
<p>ILO1 - <span style="background-color:rgb(255,255,255);color:rgb(0,0,0);font-family:"Microsoft Sans Serif", "Microsoft Sans Serif_EmbeddedFont", "Microsoft Sans Serif_MSFontService", sans-serif;font-size:11pt;"><span class="TextRun SCXW66578438 BCX8 NormalTextRun" style="-webkit-tap-highlight-color:transparent;-webkit-text-stroke-width:0px;-webkit-user-drag:none;font-style:normal;font-variant-caps:normal;font-variant-ligatures:none !important;font-weight:400;letter-spacing:normal;line-height:18.3458px;margin:0px;orphans:2;padding:0px;text-align:left;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;user-select:text;white-space:normal;widows:2;word-spacing:0px;" data-contrast="auto" xml:lang="EN-GB" lang="EN-GB">Apply finite difference methods to simulate multi-dimensional physical systems.</span></span></p><p><span style="background-color:rgb(255,255,255);color:rgb(0,0,0);font-family:"Microsoft Sans Serif", "Microsoft Sans Serif_EmbeddedFont", "Microsoft Sans Serif_MSFontService", sans-serif;font-size:11pt;"><span class="TextRun SCXW66578438 BCX8 NormalTextRun" style="-webkit-tap-highlight-color:transparent;-webkit-text-stroke-width:0px;-webkit-user-drag:none;font-style:normal;font-variant-caps:normal;font-variant-ligatures:none !important;font-weight:400;letter-spacing:normal;line-height:18.3458px;margin:0px;orphans:2;padding:0px;text-align:left;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;user-select:text;white-space:normal;widows:2;word-spacing:0px;" data-contrast="auto" xml:lang="EN-GB" lang="EN-GB">ILO2 - </span><span class="TextRun SCXW77818668 BCX8 NormalTextRun" style="-webkit-tap-highlight-color:transparent;-webkit-text-stroke-width:0px;-webkit-user-drag:none;font-style:normal;font-variant-caps:normal;font-variant-ligatures:none !important;font-weight:400;letter-spacing:normal;line-height:18.3458px;margin:0px;orphans:2;padding:0px;text-align:left;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;user-select:text;white-space:normal;widows:2;word-spacing:0px;" data-contrast="auto" xml:lang="EN-GB" lang="EN-GB">Apply Monte Carlo Markov Chain sampling methods to complex datasets to determine model posterior probability distributions.</span></span></p><p><span style="background-color:rgb(255,255,255);color:rgb(0,0,0);font-family:"Microsoft Sans Serif", "Microsoft Sans Serif_EmbeddedFont", "Microsoft Sans Serif_MSFontService", sans-serif;font-size:11pt;"><span class="TextRun SCXW66578438 BCX8 NormalTextRun" style="-webkit-tap-highlight-color:transparent;-webkit-text-stroke-width:0px;-webkit-user-drag:none;font-style:normal;font-variant-caps:normal;font-variant-ligatures:none !important;font-weight:400;letter-spacing:normal;line-height:18.3458px;margin:0px;orphans:2;padding:0px;text-align:left;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;user-select:text;white-space:normal;widows:2;word-spacing:0px;" data-contrast="auto" xml:lang="EN-GB" lang="EN-GB">ILO3 - </span><span class="TextRun SCXW50315063 BCX8 NormalTextRun" style="-webkit-tap-highlight-color:transparent;-webkit-text-stroke-width:0px;-webkit-user-drag:none;font-style:normal;font-variant-caps:normal;font-variant-ligatures:none !important;font-weight:400;letter-spacing:normal;line-height:18.3458px;margin:0px;orphans:2;padding:0px;text-align:left;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;user-select:text;white-space:normal;widows:2;word-spacing:0px;" data-contrast="auto" xml:lang="EN-GB" lang="EN-GB">Describe how various modern machine learning techniques work and appl
<div class="OutlineElement Ltr SCXW85674061 BCX8" style="-webkit-tap-highlight-color:transparent;-webkit-text-stroke-width:0px;-webkit-user-drag:none;background-color:rgb(255, 255, 255);clear:both;color:rgb(0, 0, 0);cursor:text;direction:ltr;font-family:"Segoe UI", "Segoe UI Web", Arial, Verdana, sans-serif;font-size:12px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;margin:0px;orphans:2;overflow:visible;padding:0px;position:relative;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;user-select:text;white-space:normal;widows:2;word-spacing:0px;"><p class="Paragraph SCXW85674061 BCX8" style="-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;background-color:transparent;border-left:0.666667px solid rgb(0, 0, 0);border-right:0.666667px solid rgb(0, 0, 0);color:windowtext;font-kerning:none;font-style:normal;font-weight:normal;margin:0px;overflow-wrap:break-word;padding:1.33333px 8px 1.33333px 5.33333px;text-align:left;text-indent:0px;user-select:text;vertical-align:baseline;" data-ccp-border-top="0.6666666666666666px solid #000000" data-ccp-padding-top="1.3333333333333333px" data-ccp-border-bottom="0.6666666666666666px solid #000000" data-ccp-padding-bottom="1.3333333333333333px" paraid="1150278633" paraeid="{bb363280-f84d-467f-b6a0-891025e00039}{154}"><span style="color:rgb(0,0,0);font-family:"Microsoft Sans Serif", "Microsoft Sans Serif_EmbeddedFont", "Microsoft Sans Serif_MSFontService", sans-serif;font-size:11pt;"><span class="TextRun SCXW85674061 BCX8 NormalTextRun" style="-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;font-variant-ligatures:none !important;line-height:18.3458px;margin:0px;padding:0px;user-select:text;" data-contrast="none" xml:lang="EN-GB" lang="EN-GB">1.</span></span><span style="color:rgb(0,0,0);font-family:Calibri, sans-serif;font-size:11pt;"><span class="TabRun IPSelectionBlob BlobObject DragDrop SCXW85674061 BCX8 TabChar" style="-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;display:inline-block;font-style:normal;font-weight:400;margin:0px;padding:0px;position:relative;text-align:left;text-indent:0px;user-select:text;white-space:pre !important;width:0px;"> </span></span><span style="color:rgb(0,0,0);font-family:"Microsoft Sans Serif", "Microsoft Sans Serif_EmbeddedFont", "Microsoft Sans Serif_MSFontService", sans-serif;font-size:11pt;"><span class="TextRun SCXW85674061 BCX8 NormalTextRun" style="-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;font-variant-ligatures:none !important;line-height:18.3458px;margin:0px;padding:0px;user-select:text;" data-contrast="none" xml:lang="EN-GB" lang="EN-GB">Fundamentals of scientific programming in Python (1 week):</span></span></p></div><div class="OutlineElement Ltr SCXW85674061 BCX8" style="-webkit-tap-highlight-color:transparent;-webkit-text-stroke-width:0px;-webkit-user-drag:none;background-color:rgb(255, 255, 255);clear:both;color:rgb(0, 0, 0);cursor:text;direction:ltr;font-family:"Segoe UI", "Segoe UI Web", Arial, Verdana, sans-serif;font-size:12px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;margin:0px;orphans:2;overflow:visible;padding:0px;position:relative;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;user-select:text;white-space:normal;widows:2;word-spacing:0px;"><p class="Paragraph SCXW85674061 BCX8" style="-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;background-color:transparent;border-left:0.666667px solid rgb(0, 0, 0);border-right:0.666667px solid rgb(0, 0, 0);color:windowtext;font-kerning:none;font-style:normal;font-weight:normal;margin:0px;overflow-wrap
<p><span style="background-color:rgb(255,255,255);color:rgb(0,0,0);font-family:"Microsoft Sans Serif", "Microsoft Sans Serif_EmbeddedFont", "Microsoft Sans Serif_MSFontService", sans-serif;font-size:11pt;"><span class="TextRun SCXW220841598 BCX8 NormalTextRun" style="-webkit-tap-highlight-color:transparent;-webkit-text-stroke-width:0px;-webkit-user-drag:none;font-style:normal;font-variant-caps:normal;font-variant-ligatures:none !important;font-weight:400;letter-spacing:normal;line-height:18.3458px;margin:0px;orphans:2;padding:0px;text-align:left;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;user-select:text;white-space:normal;widows:2;word-spacing:0px;" data-contrast="none" xml:lang="EN-GB" lang="EN-GB">This unit is project based and students will work individually. They will be provided with online asynchronous material (including videos and </span><span class="TextRun SCXW220841598 BCX8 NormalTextRun SpellingErrorV2Themed" style="-webkit-tap-highlight-color:transparent;-webkit-text-stroke-width:0px;-webkit-user-drag:none;background-image:url("data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSI1IiBoZWlnaHQ9IjQiPjxnIGZpbGw9Im5vbmUiIGZpbGwtcnVsZT0iZXZlbm9kZCI+PHBhdGggc3Ryb2tlPSIjRUIwMDAwIiBkPSJNMCAzYzEuMjUgMCAxLjI1LTIgMi41LTJTMy43NSAzIDUgMyIvPjxwYXRoIGQ9Ik0wIDBoNXY0SDB6Ii8+PC9nPjwvc3ZnPg==");background-position:0px 100%;background-repeat:repeat-x;border-bottom:1px solid transparent;font-style:normal;font-variant-caps:normal;font-variant-ligatures:none !important;font-weight:400;letter-spacing:normal;line-height:18.3458px;margin:0px;orphans:2;padding:0px;text-align:left;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;user-select:text;white-space:normal;widows:2;word-spacing:0px;" data-contrast="none" xml:lang="EN-GB" lang="EN-GB">Jupyter</span><span class="TextRun SCXW220841598 BCX8 NormalTextRun" style="-webkit-tap-highlight-color:transparent;-webkit-text-stroke-width:0px;-webkit-user-drag:none;font-style:normal;font-variant-caps:normal;font-variant-ligatures:none !important;font-weight:400;letter-spacing:normal;line-height:18.3458px;margin:0px;orphans:2;padding:0px;text-align:left;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;user-select:text;white-space:normal;widows:2;word-spacing:0px;" data-contrast="none" xml:lang="EN-GB" lang="EN-GB"> notebooks) to study the techniques for each project. There will also be formatively assessed examples for the students to self-test. In the first week, the students will be given a refresher on scientific programming with Python and using the </span><span class="TextRun SCXW220841598 BCX8 NormalTextRun SpellingErrorV2Themed" style="-webkit-tap-highlight-color:transparent;-webkit-text-stroke-width:0px;-webkit-user-drag:none;background-image:url("data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSI1IiBoZWlnaHQ9IjQiPjxnIGZpbGw9Im5vbmUiIGZpbGwtcnVsZT0iZXZlbm9kZCI+PHBhdGggc3Ryb2tlPSIjRUIwMDAwIiBkPSJNMCAzYzEuMjUgMCAxLjI1LTIgMi41LTJTMy43NSAzIDUgMyIvPjxwYXRoIGQ9Ik0wIDBoNXY0SDB6Ii8+PC9nPjwvc3ZnPg==");background-position:0px 100%;background-repeat:repeat-x;border-bottom:1px solid transparent;font-style:normal;font-variant-caps:normal;font-variant-ligatures:none !important;font-weight:400;letter-spacing:normal;line-height:18.3458px;margin:0px;orphans:2;padding:0px;text-align:left;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;user-select:text;white-space:normal;widows:2;word-spacing:0px;" data-contrast="none" xml:lang="EN-GB" lang="EN-GB">Jupyter</span><span class="TextRun SCXW220841598 BCX8 NormalTextRun" style="-webkit-tap-highlight-color:transparent;
6
Project output (not diss/n)
100%
PHYS20762
Computational Physics
Pre-Requisite
Recommended
PHYS10362
Introduction to Programming
Pre-Requisite
Compulsory
N
<div class="OutlineElement Ltr SCXW245900555 BCX8" style="-webkit-tap-highlight-color:transparent;-webkit-text-stroke-width:0px;-webkit-user-drag:none;background-color:rgb(255, 255, 255);clear:both;color:rgb(0, 0, 0);cursor:text;direction:ltr;font-family:"Segoe UI", "Segoe UI Web", Arial, Verdana, sans-serif;font-size:12px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;margin:0px;orphans:2;overflow:visible;padding:0px;position:relative;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;user-select:text;white-space:normal;widows:2;word-spacing:0px;"><p class="Paragraph SCXW245900555 BCX8" style="-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;background-color:transparent;color:windowtext;font-kerning:none;font-style:normal;font-weight:normal;margin:0px;overflow-wrap:break-word;padding:0px;text-align:left;text-indent:0px;user-select:text;vertical-align:baseline;" paraid="1603827737" paraeid="{03688005-b55a-4a8c-9576-af55733bbbb5}{184}"><span style="color:rgb(0,0,0);font-family:"Microsoft Sans Serif", "Microsoft Sans Serif_EmbeddedFont", "Microsoft Sans Serif_MSFontService", sans-serif;font-size:11pt;"><span class="TextRun SCXW245900555 BCX8 NormalTextRun" style="-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;font-variant-ligatures:none !important;line-height:18.3458px;margin:0px;padding:0px;user-select:text;" data-contrast="none" xml:lang="EN-GB" lang="EN-GB">Computational Physics: Problem Solving with Python, </span><span class="TextRun SCXW245900555 BCX8 NormalTextRun SpellingErrorV2Themed" style="-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;background-image:url("data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSI1IiBoZWlnaHQ9IjQiPjxnIGZpbGw9Im5vbmUiIGZpbGwtcnVsZT0iZXZlbm9kZCI+PHBhdGggc3Ryb2tlPSIjRUIwMDAwIiBkPSJNMCAzYzEuMjUgMCAxLjI1LTIgMi41LTJTMy43NSAzIDUgMyIvPjxwYXRoIGQ9Ik0wIDBoNXY0SDB6Ii8+PC9nPjwvc3ZnPg==");background-position:0px 100%;background-repeat:repeat-x;border-bottom:1px solid transparent;font-variant-ligatures:none !important;line-height:18.3458px;margin:0px;padding:0px;user-select:text;" data-contrast="none" xml:lang="EN-GB" lang="EN-GB">R.H.Landau</span><span class="TextRun SCXW245900555 BCX8 NormalTextRun" style="-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;font-variant-ligatures:none !important;line-height:18.3458px;margin:0px;padding:0px;user-select:text;" data-contrast="none" xml:lang="EN-GB" lang="EN-GB">, </span><span class="TextRun SCXW245900555 BCX8 NormalTextRun SpellingErrorV2Themed" style="-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;background-image:url("data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSI1IiBoZWlnaHQ9IjQiPjxnIGZpbGw9Im5vbmUiIGZpbGwtcnVsZT0iZXZlbm9kZCI+PHBhdGggc3Ryb2tlPSIjRUIwMDAwIiBkPSJNMCAzYzEuMjUgMCAxLjI1LTIgMi41LTJTMy43NSAzIDUgMyIvPjxwYXRoIGQ9Ik0wIDBoNXY0SDB6Ii8+PC9nPjwvc3ZnPg==");background-position:0px 100%;background-repeat:repeat-x;border-bottom:1px solid transparent;font-variant-ligatures:none !important;line-height:18.3458px;margin:0px;padding:0px;user-select:text;" data-contrast="none" xml:lang="EN-GB" lang="EN-GB">M.J.Paez</span><span class="TextRun SCXW245900555 BCX8 NormalTextRun" style="-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;font-variant-ligatures:none !important;line-height:18.3458px;margin:0px;padding:0px;user-select:text;" data-contrast="none" xml:lang="EN-GB" lang="EN-GB">, </span><span class="TextRun SCXW245900555 BCX8 NormalTextRun SpellingErrorV2Themed" style="-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;background-image:url("data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSI1IiBoZWlnaHQ9IjQiPjxn
Practical classes & workshops
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