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Applied Bioinformatics | Applied Bioinformatics | ||
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− | == The | + | == The Courses == |
− | + | This material is variably being used in my undergraduate courses BCH441 (Bioinformatics), BCB410 (Applied Bioinformatics), BCB420 (Computational Systems Biology), their graduate course cognates BCH1441 and JTB2020, and other workshops I teach. | |
− | + | {{Vspace}} | |
− | |||
+ | <div class="alert"> | ||
+ | Continue [[BCB410|'''here''']] for the current BCB410H course page ... | ||
+ | </div> | ||
+ | |||
+ | {{Vspace}} | ||
+ | |||
+ | <div class="alert"> | ||
+ | Continue [[BCB330|'''here''']] for guidelines on BCB330Y and BCB430Y projects with me ... | ||
+ | </div> | ||
+ | |||
+ | |||
+ | {{Vspace}} | ||
+ | |||
+ | ==Topics== | ||
+ | |||
+ | <table width="60%"><tr><td class="l1"> </td><td> | ||
+ | |||
+ | ===Hardware=== | ||
+ | <table width="100%"> | ||
+ | <tr class="s1"><td class="l1">High performance computing <!-- (... at the bench: GPUs, FPGAs, Clusters) --></td></tr> | ||
+ | <tr class="s2"><td class="l1">Cloud computing</td></tr> | ||
+ | <tr><td class="sp"> </td></tr> | ||
+ | </table> | ||
+ | |||
+ | ===Systems and Tools=== | ||
+ | <table width="100%"> | ||
+ | |||
+ | <tr class="s1"><td class="l1 mw-collapsible mw-collapsed" data-expandtext="Expand subtopics" data-collapsetext="Collapse">[[Unix]] | ||
+ | <div class="mw-collapsible-content"> | ||
+ | <table width="100%"><tr class="s2"><td class="l2">[[Unix system administration]]</td></tr></table> | ||
+ | <table width="100%"><tr class="s1"><td class="l2">[[Unix commandline tools]]</td></tr></table> | ||
+ | <table width="100%"><tr class="s2"><td class="l2">[[Unix automation]]</td></tr></table> | ||
+ | <table width="100%"><tr class="s1"><td class="l2">[[Program installation]]</td></tr></table> | ||
+ | <table width="100%"><tr class="s2"><td class="l2">[[wget]]</td></tr></table> | ||
+ | </div> | ||
+ | </td></tr> | ||
+ | |||
+ | <tr class="s2"><td class="l1">[[Network Configuration]]</td></tr> | ||
+ | <tr class="s1"><td class="l1">[[Apache]]</td></tr> | ||
+ | <tr class="s2"><td class="l1">[[MySQL]]</td></tr> | ||
+ | <tr class="s1"><td class="l1">[[Tools for the bioinformatics lab]]</td></tr> | ||
+ | <tr class="s2"><td class="l1">[[GBrowse|GBrowse and LDAS]]</td></tr> | ||
+ | <tr><td class="sp"> </td></tr> | ||
+ | </table> | ||
+ | |||
+ | ===Programming=== | ||
+ | <table width="100%" > | ||
+ | <tr class="s1"><td class="l1">[[Software Development|Software Development <small>(in a small-scale research context)</small>]]</td></tr> | ||
+ | <tr class="s2"><td class="l1">[[SPN|SPN <small>(Structured Process Notation)</small>]]</td></tr> | ||
+ | <tr class="s1"><td class="l1">[[IDE|IDE (Integrated Development Environment)]]</td></tr> | ||
+ | <tr class="s2"><td class="l1">[[Regular Expressions]]</td></tr> | ||
+ | <tr class="s1"><td class="l1">[[Screenscraping]]</td></tr> | ||
− | + | <tr class="s2"><td class="l1 mw-collapsible mw-collapsed" data-expandtext="Expand subtopics" data-collapsetext="Collapse">[[Perl]] | |
+ | <div class="mw-collapsible-content"> | ||
+ | <table width="100%"><tr class="s1"><td class="l2">[[Perl basic programming]]</td></tr></table> | ||
+ | <table width="100%"><tr class="s2"><td class="l2">[[Perl hash example]]</td></tr></table> | ||
+ | <table width="100%"><tr class="s1"><td class="l2">[[Perl LWP example]]</td></tr></table> | ||
+ | <table width="100%"><tr class="s2"><td class="l2">[[Perl MySQL introduction]]</td></tr></table> | ||
+ | <table width="100%"><tr class="s1"><td class="l2">[[Perl OBO parser]]</td></tr></table> | ||
+ | <table width="100%"><tr class="s2"><td class="l2">[[Perl basic programming]]</td></tr></table> | ||
+ | <table width="100%"><tr class="s1"><td class="l2">[[Perl programming exercises 1]]</td></tr></table> | ||
+ | <table width="100%"><tr class="s2"><td class="l2">[[Perl programming exercises 2]]</td></tr></table> | ||
+ | <table width="100%"><tr class="s1"><td class="l2">[[Perl programming Data Structures]]</td></tr></table> | ||
+ | <table width="100%"><tr class="s2"><td class="l2">[[Perl references]]</td></tr></table> | ||
+ | <table width="100%"><tr class="s1"><td class="l2">[[Perl simulation]]</td></tr></table> | ||
+ | <table width="100%"><tr class="s2"><td class="l2">[[Regular Expressions]]</td></tr></table> | ||
+ | <table width="100%"><tr class="s1"><td class="l2">[[Perl: Object oriented programming]]</td></tr></table> | ||
+ | <table width="100%"><tr class="s2"><td class="l2">[[Perl: Ugly programming]]</td></tr></table> | ||
+ | </div> | ||
+ | </td></tr> | ||
+ | |||
+ | <tr class="s1"><td class="l1">[[BioPerl]]</td></tr> | ||
+ | <tr class="s2"><td class="l1">[[PHP]]</td></tr> | ||
+ | <tr class="s1"><td class="l1">[[Data modelling]]</td></tr> | ||
+ | <tr class="s2"><td class="l1">BioPython <!-- (scope, highlights, installation, use, support) --></td></tr> | ||
+ | <tr class="s1"><td class="l1">Graphical output <!-- (PNG and SVG) --></td></tr> | ||
+ | <tr class="s2"><td class="l1">[[Autonomous agents]]</td></tr> | ||
+ | <tr class="s1"><td class="l1">CVS / Git</td></tr> | ||
+ | |||
+ | </table> | ||
+ | |||
+ | ===Algorithms=== | ||
+ | <table width="100%" > | ||
+ | <tr class="sh"><td class="l1">General Algorithms</td></tr> | ||
+ | <tr class="s1"><td class="l2">[[Optimization]]</td></tr> | ||
+ | |||
+ | <tr><td class="sp"> </td></tr> | ||
+ | |||
+ | <tr class="sh"><td class="l1">Algorithms on Sequences</td></tr> | ||
+ | <tr class="s1"><td class="l2">[[Dynamic Programming]]</td></tr> | ||
+ | <tr class="s2"><td class="l2">[[Multiple Sequence Alignment]]</td></tr> | ||
+ | <tr class="s1"><td class="l2">[[Genome Assembly]]</td></tr> | ||
+ | |||
+ | <tr><td class="sp"> </td></tr> | ||
+ | |||
+ | <tr class="sh"><td class="l1">Algorithms on Structures</td></tr> | ||
+ | <tr class="s1"><td class="l2">[[Docking]]</td></tr> | ||
+ | <tr class="s2"><td class="l2">Protein Structure Prediction <!-- ''ab initio'' --></td></tr> | ||
+ | |||
+ | <tr><td class="sp"> </td></tr> | ||
+ | |||
+ | <tr class="sh"><td class="l1">Algorithms on Trees</td></tr> | ||
+ | <tr class="s1"><td class="l2">Computing with trees <!-- Bayesian approaches for phylogenetic trees, tree comparison) --></td></tr> | ||
+ | |||
+ | <tr><td class="sp"> </td></tr> | ||
+ | |||
+ | <tr class="sh"><td class="l1">Algorithms on Networks</td></tr> | ||
+ | <tr class="s1"><td class="l2">Network metrics <!-- (Degree distributions, Centrality metrics, other metrics on topology, small-world- vs. random-geometric controversy) --></td></tr> | ||
+ | <tr class="s2"><td class="l3">[[Dijkstras Algorithm]]</td></tr> | ||
+ | <tr class="s1"><td class="l3">[[Floyd Warshall Algorithm]]</td></tr> | ||
+ | </table> | ||
+ | |||
+ | ===Communication and collaboration=== | ||
+ | <table width="100%" > | ||
+ | <tr class="s1"><td class="l1">[[MediaWiki]]</td></tr> | ||
+ | <tr class="s2"><td class="l1">[[HTML essentials]]</td></tr> | ||
+ | <tr class="s1"><td class="l1">[[HTML 5]]</td></tr> | ||
+ | <tr class="s2"><td class="l1">CSS</td></tr> | ||
+ | <tr class="s1"><td class="l1">[[SADI|SADI and SHARE <small>- a Semantic Web Service framework</small>]]</td></tr> | ||
+ | <tr class="s2"><td class="l1">[[CGI]]</td></tr> | ||
+ | <tr><td class="sp"> </td></tr> | ||
+ | </table> | ||
+ | |||
+ | ===Statistics=== | ||
+ | <table width="100%" > | ||
+ | <tr class="s1"><td class="l1">[[Pattern discovery]]</td></tr> | ||
+ | <tr class="s2"><td class="l1">Correlation <!-- (Covariance matrices and their interpretation, application to large problems, collaborative filtering, MIC and MINE) --></td></tr> | ||
+ | <tr class="s1"><td class="l1">Clustering methods <!-- (Algorithms and choice (including: hierarchical, model-based and partition clustering, graphical methods (MCL), flow based methods (RRW) and spectral methods). Implementation in R if possible) --></td></tr> | ||
+ | <tr class="s2"><td class="l1">Cluster quality metrics <!-- (Cluster metrics (Akaike, BIC)–when and how) --></td></tr> | ||
+ | <tr class="s1"><td class="l1">[[Map equation|The Map Equation]] </td></tr> | ||
+ | <tr class="s2"><td class="l1">[[BIO Machine learning|Machine learning]]</td></tr> | ||
+ | <tr class="s1"><td class="l1">[[Information theory]]</td></tr> | ||
+ | |||
+ | <tr class="s2"><td class="l1 mw-collapsible mw-collapsed" data-expandtext="Expand subtopics" data-collapsetext="Collapse">[[R]] | ||
+ | <div class="mw-collapsible-content"> | ||
+ | <table width="100%"><tr class="s1"><td class="l2">[[R tutorial|Introductory tutorial to '''R''']]</td></tr></table> | ||
+ | <table width="100%"><tr class="s2"><td class="l2">[[R plotting]]</td></tr></table> | ||
+ | <table width="100%"><tr class="s1"><td class="l2">[[R programming]]</td></tr></table> | ||
+ | <table width="100%"><tr class="s2"><td class="l2">R EDA</td></tr></table> | ||
+ | <table width="100%"><tr class="s1"><td class="l2">R regression</td></tr></table> | ||
+ | <table width="100%"><tr class="s2"><td class="l2">R PCA</td></tr></table> | ||
+ | <table width="100%"><tr class="s1"><td class="l2">R Clustering</td></tr></table> | ||
+ | <table width="100%"><tr class="s2"><td class="l2">[[R Gene expression clustering]]</td></tr></table> | ||
+ | <table width="100%"><tr class="s1"><td class="l2">R Classification <!-- Phrasing inquiry as a classification problem, dealing with noisy data, machine learning approaches to classification, implementation in R) --></td></tr></table> | ||
+ | <table width="100%"><tr class="s2"><td class="l2">R hypothesis testing</td></tr></table> | ||
+ | <table width="100%"><tr class="s1"><td class="l2">[[Bioconductor]]</td></tr></table> | ||
+ | <table width="100%"><tr class="s2"><td class="l2">[[Regular Expressions]]</td></tr></table> | ||
+ | </div> | ||
+ | <tr class="s1"><td class="l1">Bayesian inference</td></tr> | ||
+ | |||
+ | <tr><td class="sp"> </td></tr> | ||
+ | </table> | ||
− | + | ===Applications=== | |
+ | <table width="100%" > | ||
+ | <tr class="s1"><td class="l1">[[BLAST scripting]]</td></tr> | ||
+ | <tr class="s2"><td class="l1">[[Chimera programming]]</td></tr> | ||
+ | <tr class="s1"><td class="l1">[[Data integration|Biological data access and integration]] <!-- Add BioMart: Biodata integration, and data-mining of complex, related, descriptive data --></td></tr> | ||
+ | <tr class="s2"><td class="l1">Text mining <!-- (Use cases, tasks and metrics, taggers, vocabulary mapping, Practicals: R-support, Python/Perl support, others...) --></td></tr> | ||
+ | <tr class="s1"><td class="l1">[[HMMER]]</td></tr> | ||
+ | <tr class="s2"><td class="l1">[[High-throughput sequencing]]</td></tr> | ||
+ | <tr class="s1"><td class="l1">Functional annotation <!-- GFF --></td></tr> | ||
+ | <tr class="s2"><td class="l1">Microarray analysis <!-- (... in R: differential expression and multiple testing; Loading and normalizing data, calculating differential expression, LOWESS, the question of significance, FWERs: Bonferroni and FDR; SAM and LIMMA) Expand to RNAseq--></td></tr> | ||
+ | <tr><td class="sp"> </td></tr> | ||
+ | </table> | ||
+ | </td></tr></table> | ||
− | |||
− | |||
− | |||
− | |||
+ | <!-- | ||
+ | {{#lst:Computational_Systems_Biology_Main_Page|CSB_main_organization}} | ||
− | + | {{#lst:Computational_Systems_Biology_Main_Page|CSB_main_grading}} | |
+ | --> | ||
== Resources == | == Resources == | ||
;Course related | ;Course related | ||
− | |||
− | |||
*[[Netiquette]] for the Group mailing list | *[[Netiquette]] for the Group mailing list | ||
− | |||
− | |||
− | |||
− | |||
;Contents related | ;Contents related | ||
− | * | + | *'''[[UCSF_Chimera|Chimera]]''' |
*A '''[[Stereo Vision]]''' tutorial | *A '''[[Stereo Vision]]''' tutorial | ||
− | *[ | + | *[[Workshops]] taught elsewhere |
− | |||
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<tr> | <tr> | ||
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</table> | </table> | ||
+ | --> | ||
[[Category:Applied Bioinformatics]] | [[Category:Applied Bioinformatics]] | ||
</div> | </div> |
Latest revision as of 16:38, 1 May 2017
Applied Bioinformatics
Welcome to the Applied Bioinformatics Course Wiki.
These wiki pages are provided to coordinate information, activities and projects in the applied bioinformatics courses taught by Boris Steipe at the University of Toronto. If you are not one of my students, you can still browse this site, however only users with a login account can edit or contribute or edit material. If you are here because you are interested in general aspects of bioinformatics or computational biology, you may want to review the Wikipedia article on bioinformatics, or visit Wikiomics. Contact boris.steipe(at)utoronto.ca with any questions you may have.
Contents
The Courses
This material is variably being used in my undergraduate courses BCH441 (Bioinformatics), BCB410 (Applied Bioinformatics), BCB420 (Computational Systems Biology), their graduate course cognates BCH1441 and JTB2020, and other workshops I teach.
Continue here for the current BCB410H course page ...
Continue here for guidelines on BCB330Y and BCB430Y projects with me ...
Topics
Resources
- Course related
- Netiquette for the Group mailing list
- Contents related
- Chimera
- A Stereo Vision tutorial
- Workshops taught elsewhere