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37:52

Download Manifold Learning and Dimensionality Reduction for Data Visualization Stefan Kühn mp4 download free video

PyData Berlin 2018 Dimensionality Reduction methods like PCA - Principal Component Analysis - are widely used in Machine Learning for a variety of tasks But besides the well-known standard methods there are a lot more tools available, especially in the context of Manifold Learning We will interactively explore these tools and present applications for Data Visualization and Feature Engineering using scikit-learn Slides s de slideshare net StefanKhn4 talk-at-pydata-berlin-about-manifold-learning-and-applications Jupyter-Notebooks s github com cc-skuehn Manifold_Learning --- www pydata org PyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R PyData conferences aim to be accessible and community-driven, with novice to advanced level presentations PyData tutorials and talks bring attendees the latest project features along with cutting-edge use c

2:58

Download Back to Black Amy Winehouse | Tiffany Kemp vs Konstantin Kuhn Cover | The Voice of Germany | Battle mp4 download free video

Das war ja fast schon Weltklasse! Amy hat von oben mitgetanzt, da sind wir uns sicher Rea nimmt Konstantin mit in die Battles, aber aufgepasst - Andreas schnappt sich gleich Tiffany! aus der Sendung The Voice of Germany 2015 - Staffel 5 THE VOICE OF GERMANY 2015 bit ly TVOG_15 AUDITIONS 2015 bit ly BlindAudition1_2015 WATCH THE BEST TVOG MOMENTS bit ly TVOGHighlights SUBSCRIBE TO THE VOICE OF GERMANY s www youtube com user VoiceOfGermanyTVOG?sub_confirmation 1 THE VOICE ON TOUR bit ly TVOGTICKETS LOVESONGS bit ly TVOGBalladen POP MUSIC bit ly TVOGPop ROCK MUSIC bit ly ROCKTVOG The Voice of Germany die neue einzigartige Casting Show, in der nur echte Künstler mit großartiger Stimme gesucht werden, ist wieder da Immer Donnerstag 20 15 Uhr auf ProSieben und freitags in SAT 1! Ein Hoch auf diese Coaches Andreas Bourani kämpft jetzt zusammen mit Stefanie Kloß, Rea Garvey, Smudo & Michi Beck um die besten Stimmen bei The Voice of Germany 2015! Germany’s most successful music TV Show is back! – The Voice of Germany 2015 airs Thursday at 20 15 pm on ProSieben and Friday on SAT 1! New season, new coaches Andreas Bourani is the new one, now fighting together with Stefanie Kloss, Rea Garvey, Smudo & Michi Beck for the best voice in Germany! ****************************************¬**** Charley Anns Siegersingle BLUE HEART* gibt es hier iTunes bit ly 1ylPVve amazon amzn to 1z4scU7 Charley Ann Schmutzler mit Yellow* iTunes* bit ly 1zJaCnt amazon* amzn to 1Fzmqfd BEST OF THE VOICE OF GERMANY auf einer CD* amzn to 12BwUwc The Voice of Germany 2 Wii Game* amzn to 1vXLbNI Die zweite Staffel auf DVD* amzn to 1nAtQdj ****************************************¬**** *Links sind Affiliate Links Impressum www studio71 com impre

29:14

Download Is manifold learning for toy data only?, Marina Meila mp4 download free video

Manifold learning algorithms aim to recover the underlying low dimensional parametrization of the data using either local or global features It is however widely recognized that the low dimensional parametrizations will typically distort the geometric properties of the original data, like distances and angles These impredictible and algorithm dependent distortions make it unsafe to pipeline the output of a manifold learning algorithm into other data analysis algorithms, limiting the use of these techniques in engineering and the sciences Moreover, accurate manifold learning typically requires very large sample sizes, yet existing implementations are not scalable, which has led to the commonly held belief that manifold learning algorithms aren’t practical for real data This talk will show how both limitations can be overcome I will present a statistically founded methodology to estimate and then cancel out the distortions introduced by any embedding algorithm, thus effectively preserving the distances in the original data And I will demonstrate that with careful use of sparse data structures manifold learning can scale to data sets in the millions Both points will be exemplified in the exploration of data from a large astronomical survey Joint work with Dominique Perrault-Joncas, James McQueen, Jacob VanderPlas, Zhongyue Zhang, Grace Te

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