fix typos

Author: TolisChal

_pages/talks.md

@@ -6,18 +6,16 @@ permalink: /talks/
 
 - A. Chalkis - [PhD defense](https://www.slideshare.net/ApostolosChalkis/the-slides-of-my-phd-defense), Dec. 2021.
 - A. Chalkis - [dingo: a python package to analyze metabolic networks](https://www.slideshare.net/ApostolosChalkis/dingo-a-python-package-to-analyzes-metabolic-networks), Tweag - software innovation lab, 2021.
-- A. Chalkis - [Sampling Spectrahedra: Volume Approximation and Optimization](https://www.slideshare.net/ApostolosChalkis/sampling-spectrahedra-volume-approximation-and-optimization), SIAM Conference on applied Algebraic Geometry (AG21).
+- A. Chalkis - [Sampling Spectrahedra: Volume Approximation and Optimization](https://www.slideshare.net/ApostolosChalkis/sampling-spectrahedra-volume-approximation-and-optimization), SIAM Conference on applied Algebraic Geometry (AG21), 2021.
 
-- H. Zafeiropoulos - <A href="https://docs.google.com/presentation/d/1ibXSac0_bQR2n6myYCvIac5M5V0JwLIEzPrhsbSTb20">Geometric and statistical methods in systems biology: the case of metabolic networks</A>, PyData Global, 2020. 
-(<A href="https://www.youtube.com/watch?v=zg8KFZ_LbHM&t=1s">video</A>)
+- H. Zafeiropoulos - <A href="https://docs.google.com/presentation/d/1ibXSac0_bQR2n6myYCvIac5M5V0JwLIEzPrhsbSTb20">Geometric and statistical methods in systems biology: the case of metabolic networks</A>, PyData Global, 2020 (<A href="https://www.youtube.com/watch?v=zg8KFZ_LbHM&t=1s">video</A>).
 - M. Papachristou - <A href="https://global.pydata.org/talks/144">Sampling from (truncated)
 high-dimensional logconcave densities with VolEsti</A>, PyData Global, 2020.
 - A. Chalkis - [Shock detection and portfolio allocation in cryptocurrency markets](https://www.slideshare.net/ApostolosChalkis/shock-detection-and-portfolio-allocation-in-cryptocurrency-markets), 1st International Conference on Economics and FinTech, 2020.
 
 
 - A. Chalkis - <A href="https://">Practical volume estimation of zonotopes by a new annealing
-schedule for cooling convex bodies</A>, International Congress on Mathematical
-Software, 2020.
+schedule for cooling convex bodies</A>, International Congress on Mathematical Software, 2020.
 
 
 - V. Fisikopoulos - <A href="https://www.slideshare.net/VissarionFisikopoulo/highdimensional-sampling-and-volume-computation"> High Dimensional Sampling and Volume Computation in volesti</A> at <A href="https://www.meetup.com/PyData-Piraeus/events/268082162/">PyData Piraeus</A> and <A href="https://dtai.cs.kuleuven.be/seminars/high-dimensional-sampling-and-volume-computation-vissarion-fisikopoulos-uoa">Declarative Languages and Artificial Intelligence research group KULeuven</A>, 2020.
@@ -38,4 +36,4 @@ Software, 2020.
 - V. Fisikopoulos - <A href="https://www.slideshare.net/VissarionFisikopoulo/volume-computation-and-applications">Volume computation and applications</A>, Newcastle University UK, 2017.
 
 
-- V. Fisikopoulos - <A href="https://www.slideshare.net/VissarionFisikopoulo/efficient-randomwalk-methods-forapproximating-polytope-volume">Efficient Random-Walk Methods forApproximating Polytope Volume </A>, SoCG Japan, 2014.
+- V. Fisikopoulos - <A href="https://www.slideshare.net/VissarionFisikopoulo/efficient-randomwalk-methods-forapproximating-polytope-volume">Efficient Random-Walk Methods for Approximating Polytope Volume </A>, SoCG Japan, 2014.