Deep Learning Study Circle Bo Bernhardsson Kalle strm

Deep Learning - Study Circle Bo Bernhardsson, Kalle Åström, Magnus Fontes, Fredrik Bagge Carlsson, Martin Karlsson

Agenda • Intro by – me, – Fontes – Fredrik. B – Kalle – all • Decide weekly meeting date • Decide upon the first topics and responsible

About the course • Engineering perspective • Hands on experience and intuition • Use existing material

Structure 1 -2 persons responsible for a weekly meeting * Suggest reading material in good time * Also make some small exercise, (done in 0. 5 day or so) use existing software and material from internet * Lead a 2 hour session around the topic

To take the course for credits Lead at least one session Participate and solve at least half of the other sessions Make a small project, give a 10 min presentation Suggested: 7. 5 hp

Material • • • Goodfellow Ch 6 -20 + articles Datasets Platform, e. g. Tensorflow Competitions (e. g. Kaggle) …

Material • https: //github. com/Christos. Christofidis/awes ome-deep-learning

Bo. Bs todo list • Google: Wavenet • https: //deepmind. com/blog/wavenet-generative-model-raw-audio/ • https: //codelabs. developers. google. com/codelabs/tensorflow-forpoets/#0 • Bengio video DL: https: //youtu. be/Juim. Buv. EWBg • Deep. Learning. tv youtube • https: //sites. google. com/site/brainrobotdata/home • http: //www. asimovinstitute. org/neural-network-zoo/ • http: //arxiv. org/abs/1609. 02993

Course Tools • • SLACK – accept invitation Course home page Synapse email

First Session week 1 -2 • • Responsible: bob@control. lth. se + Martin. K Register in Synapse and Slack Read Goodfellow part 2 (p 167 -487) Watch Bengio’s vide lectures on DL (part 1+2) – https: //youtu. be/Juim. Buv. EWBg • Choose a DL platform and run a tutorial, present what you did (2 min)

Participants • • Control: Martin. K: SARAFUN, robotik, montering av mindre grejor, bilder, ljud, kraftsignaler etc Jacob: Coolt. Allmänt intresse. Bo. B: -“-, BG, tidsserier Olof: Allmänt intresse Bagge: Robotar. Guided policy search Mattias: Allmänt intresse • • EIT: Lianhao Yin, lianhao. yin@energy. lth. se Joao Vieira <joao. vieira@eit. lth. se> Najmeh Abiri <Najmeh@thep. lu. se> Zhi Zhang <zhi. zhang@eit. lth. se> jonathan. sonnerup@eit. lth. se sha. hu@eit. lth. se jose. flordelis@eit. lth. se • • Math: kalle@maths. lth. se fontes@maths. lth. se ida. arvidsson@math. lth. se stefaningi@gmail. com johanb@maths. lth. se Maria Priisalu <maria. priisalu@math. lth. se> • • Others: Najmeh Abiri <Najmeh@thep. lu. se> Jacek Malec <jacek. malec@cs. lth. se> fredrik. dahlgren@ericsson. com robert. marklund@ericsson. com persson@ericsson. com boeliasson@yahoo. se