Meetup started Brief intro on the meetup by Vijay. The purpose of the meetup is to network with other python enthusiasts and to get inspired by the various talks. The talks also provide some exposure to the different facets of development and the various problems that are being tackled. A meetup is not a workshop.
TALK#1 How python is making astrophysical research easier - by Manjari Bagchi, Professor at IMSc Used python for her research!!! Wants to generate interest in astrophysics. Studies cold dead stars that emit radio waves thanks to their magnetic fields They are also known neutron stars - about 10 times heavier than the sun - very dense and regular gravitational physics cannot be used to explain their gravitational behavior? (not clear how they are different from black holes) Require huge dishes to capture data. Uses python for data analysis First encounter in 2010 - to analyze pulsar data Was using unix command line utilities to do this - basically shell scripting. used the sigproc package developed by her mentor. Popular library - astropy There were some interesting asto terms that we were exposed to - right ascension, galactic center, declination etc Showed a few examples - (#1) A file contained latitudes and longitudes of areas of interest which exhibited strong radio bursts. Python3 script to read this data and plot the positions on the globe - 3d earth image projects on to a 2d oval shaped earth on the screen. Used galpy for plotting(matplotlib?) (#2) Downloaded some data on a nebula captured by the Hubble telescope. Python script was used to plot this data. (#3) Astro plan - have the coordinate of most of the stars. Based on that and the longitude, latitude and time in a particular location this module will tell us if if that star is observable or not, rise time, set time and a trajectory (#4) galpy - a module for galactic dynamics Call for contribution!!! Project SKA - Square Kilometer Array. Huge sets of telescopes etc in Australia and South Africa are used to capture data. Entire world is involved in this project. A lot of programming is required for this. Those interested can contact her Link to the National Center for Radio Astrophysics (also contains links to the SKA Indian team???) http://www.ncra.tifr.res.in/ncra/main TALK#2 Introduction to NLP & Spacy - by Vishal / Student @SSN Natural Language Processing - parsing and mining information from natural language(as it is spoken or written) 2 libraries in python - NLTK and Spacy NLTK - created in Stanford purely for educational purposes. Its only for English. spaCy Supports more than 28 languages Much faster than NLTK. Developed for the industry Uses a lot of memory(RAM) Terms Corpus - large data set for training and experimenting. NLTK has a lot of built in corpora Basic Pre-processing 1) Convert everything to lower case. 2) regex - to extract specific data out (remove dates from a text) 3) Provision to handle special characters and encoding 4) Tokenization break it down to chunks that can be processed 5) Stopword elimination Language Based Pre-processing POS - parts of speech - tagging each work as a noun/verb/ajective etc Stemming and lemmantization - get to the original word stemming -car cars, car's invariably mean car lematizer - more useful, allows you to get words that do not have any common alphabets,but actually mean the same Dived into code An example of NLTK and spaCy were shown. link to the code: TALK#3 Sultan and Errbot(last months lightning talk expanded upon) - by Samuel Vijaykumar(Freshworks) Interacting with server via chat e.g Ask chatty? - what is the status of a particular build, current load on the server ChatOps - currently used for managing infastructure. - Devops through chatting -but not limited to it, usage limited by your imagination. Before developing, requirements were # Conversational - not yet reached NLP # Operational - manage operations based on user rights and security # Extensible - # Pythonic - Demo - create a slack channel, a plugin will allow you to execute your commands errbot to create a bot. sultan python library to ssh to servers and execute commands/ also create agents that act on your behalf? bot configuration 1) BACK END - POINTS TO SLACK 2) BOT_IDENTITY - POINTS TO THE SLACK CHANNEL? Lightning Talk by #Prasanth for microservices - lambda on aws and an alternative project called pywren to help with scaling.
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