← Sugeerth Murugesan LinkedIn Network Analysis Portfolio

Finding the patterns in the linkedin data set

import json
import pprint
import csv

import numpy as np
import matplotlib.pyplot as plt

counter = 1

with open('SugeerthData4.json') as json_file:
    data = json.load(json_file)

import pandas as pd 
train = pd.DataFrame.from_dict(data, orient='index')

train.head()
0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 ... 1568 1569 1570 1571 1572 1573 1574 1575 1576 1577 1578 1579 1580 1581 1582 1583 1584 1585 1586 1587 1588 1589 1590 1591 1592 1593 1594 1595 1596 1597 1598 1599 1600 1601 1602 1603 1604 1605 1606 1607
connections {'firstName': 'Shawn', 'headline': 'Founding P... {'lastName': 'private', 'id': 'private', 'firs... {'firstName': 'James', 'headline': 'Staffing C... {'firstName': 'Abir', 'headline': '(Software E... {'lastName': 'private', 'id': 'private', 'firs... {'firstName': 'Jean-Daniel', 'headline': 'Seni... {'firstName': 'Valerie', 'headline': 'Tech Tea... {'firstName': 'Brian', 'headline': 'Professor'... {'firstName': 'David', 'headline': 'Technical ... {'firstName': 'Ashok', 'headline': 'Senior Vic... {'firstName': 'Dennis', 'headline': 'technolog... {'firstName': 'Jure', 'headline': 'Chief Scien... {'firstName': 'Anil', 'headline': 'Fellow & VP... {'firstName': 'Premkumar', 'headline': 'Prof. ... {'firstName': 'Phil', 'headline': 'All Things ... {'firstName': 'Stephen', 'headline': 'visualiz... {'firstName': 'Alark', 'headline': 'Associate ... {'firstName': 'Mark', 'headline': 'Senior Tech... {'firstName': 'Chuck', 'headline': 'Building p... {'firstName': 'Steven', 'headline': 'Principal... {'firstName': 'Oren', 'headline': 'CEO, Allen ... {'firstName': 'Milan', 'headline': 'Advanced A... {'firstName': 'T.K.', 'headline': 'Corporate V... {'firstName': 'Nikki', 'headline': 'Technology... {'lastName': 'private', 'id': 'private', 'firs... {'firstName': 'Harshal', 'headline': 'Deep Lea... {'firstName': 'Georges', 'headline': 'Research... {'firstName': 'Karthik', 'headline': 'Co-Found... {'firstName': 'Saravan', 'headline': 'Vice Pre... {'lastName': 'private', 'id': 'private', 'firs... {'firstName': 'Greg', 'headline': 'Sr Technica... {'firstName': 'Luca', 'headline': 'Founder of ... {'lastName': 'private', 'id': 'private', 'firs... {'firstName': 'Anders', 'headline': 'Professor... {'firstName': 'Bill', 'headline': 'Information... {'firstName': 'Luis', 'headline': 'Encore Fell... {'firstName': 'Dipak', 'headline': 'Professor ... {'firstName': 'Joshua', 'headline': 'Director ... {'firstName': 'Siying', 'headline': 'VP of Eng... {'firstName': 'Joaquim', 'headline': 'Editor-i... ... {'firstName': 'Maia', 'headline': 'Artificial ... {'firstName': 'Anna', 'headline': '--', 'lastN... {'firstName': 'Min', 'headline': 'PhD Candidat... {'firstName': 'ken', 'headline': 'Student at S... {'firstName': 'Max', 'headline': 'Ready to mar... {'firstName': 'Sharon', 'headline': 'Student a... {'firstName': 'Vayugundla Gowtham ', 'headline... {'firstName': 'Dongfang', 'headline': 'Softwar... {'firstName': 'Manimaran', 'headline': 'Senior... {'firstName': 'Tu', 'headline': 'Student at Un... {'lastName': 'private', 'id': 'private', 'firs... {'firstName': 'Prasanth Kumar', 'headline': 'S... {'firstName': 'Yash', 'headline': 'Co-Founder ... {'firstName': 'Uday', 'headline': 'Student at ... {'firstName': 'Brandon', 'headline': 'Startup ... {'firstName': 'Fabian', 'headline': 'Assistant... {'firstName': 'Haozhe(Ash)', 'headline': 'Mast... {'firstName': 'Jagoda', 'headline': 'Researche... {'firstName': 'Narendira Kumar', 'headline': '... {'firstName': 'Rishab', 'headline': 'Student a... {'firstName': 'Ethan', 'headline': 'Computer s... {'firstName': 'Zilong', 'headline': 'Student a... {'firstName': 'Dan', 'headline': 'Postdoctoral... {'firstName': 'Karthik', 'headline': 'Reader (... {'firstName': 'Souvik', 'headline': '.', 'last... {'firstName': 'Amy', 'headline': 'HQ HR Suppor... {'firstName': 'abhinav', 'headline': 'Student ... {'firstName': 'Udhaya', 'headline': 'Software ... {'firstName': 'Stephen', 'headline': 'Attended... {'firstName': 'Andy', 'headline': 'Recruiting ... {'firstName': 'Garrett', 'headline': 'Bachelor... {'firstName': 'senthil kumar', 'headline': 'As... {'firstName': 'Zichuan', 'headline': 'Incoming... {'firstName': 'Baijun', 'headline': '--', 'las... {'firstName': 'Ganeshkumar', 'headline': 'EECS... {'firstName': 'Miguel', 'headline': 'Physicist... {'firstName': 'Tyson', 'headline': 'Ph.D Stude... {'firstName': 'Franz', 'headline': 'Postdoctor... {'firstName': 'Julien', 'headline': '🚀 Co-Foun... {'firstName': 'Julia', 'headline': 'Student at...
reducedMatrix [0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 1, 0, 0, ... [1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... [0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, ... [0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, ... [0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, ... [0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, ... [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... [1, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... [1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, ... [1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... [0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 1, ... [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, ... [1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... [1, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, ... [0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, ... [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... [1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, ... [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... [0, 0, 1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 1, ... [1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, ... [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... [0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 1, ... [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, ... [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... [0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, ... [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... [1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... ... None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None
matrix [0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, ... [1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 1, 0, ... [1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... [1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, ... [1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, ... [1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, ... [1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, ... [1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... [1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... [1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... [1, 1, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... [1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... [1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, ... [1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... [1, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, ... [1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, ... [1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... [1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... [1, 1, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, ... [1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, ... [1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... [1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... [1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, ... [1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... [1, 0, 0, 1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, ... [1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, ... [1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... [1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... [1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... [1, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, ... [1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... [1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... [1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, ... [1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... [1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... [1, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, ... [1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... [1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... [1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... [1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... ... None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None
LLNodeData links modularity centrality Betweenness groups maxGroupNo nodes None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None ... None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None
publicConnections {'node': 0, 'group': 0, 'name': 'Shawn', 'firs... {'node': 1, 'group': 0, 'name': 'James', 'firs... {'node': 2, 'group': 0, 'name': 'Abir', 'first... {'node': 3, 'group': 1, 'name': 'Jean-Daniel',... {'node': 4, 'group': 0, 'name': 'Valerie', 'fi... {'node': 5, 'group': 1, 'name': 'Brian', 'firs... {'node': 6, 'group': 2, 'name': 'David', 'firs... {'node': 7, 'group': 0, 'name': 'Ashok', 'firs... {'node': 8, 'group': 0, 'name': 'Dennis', 'fir... {'node': 9, 'group': 0, 'name': 'Jure', 'first... {'node': 10, 'group': 0, 'name': 'Anil', 'firs... {'node': 11, 'group': 3, 'name': 'Premkumar', ... {'node': 12, 'group': 0, 'name': 'Phil', 'firs... {'node': 13, 'group': 1, 'name': 'Stephen', 'f... {'node': 14, 'group': 1, 'name': 'Alark', 'fir... {'node': 15, 'group': 0, 'name': 'Mark', 'firs... {'node': 16, 'group': 4, 'name': 'Chuck', 'fir... {'node': 17, 'group': 1, 'name': 'Steven', 'fi... {'node': 18, 'group': 0, 'name': 'Oren', 'firs... {'node': 19, 'group': 0, 'name': 'Milan', 'fir... {'node': 20, 'group': 5, 'name': 'T.K.', 'firs... {'node': 21, 'group': 0, 'name': 'Nikki', 'fir... {'node': 22, 'group': 0, 'name': 'Harshal', 'f... {'node': 23, 'group': 1, 'name': 'Georges', 'f... {'node': 24, 'group': 5, 'name': 'Karthik', 'f... {'node': 25, 'group': 5, 'name': 'Saravan', 'f... {'node': 26, 'group': 6, 'name': 'Greg', 'firs... {'node': 27, 'group': 7, 'name': 'Luca', 'firs... {'node': 28, 'group': 1, 'name': 'Anders', 'fi... {'node': 29, 'group': 8, 'name': 'Bill', 'firs... {'node': 30, 'group': 1, 'name': 'Luis', 'firs... {'node': 31, 'group': 3, 'name': 'Dipak', 'fir... {'node': 32, 'group': 9, 'name': 'Joshua', 'fi... {'node': 33, 'group': 0, 'name': 'Siying', 'fi... {'node': 34, 'group': 1, 'name': 'Joaquim', 'f... {'node': 35, 'group': 1, 'name': 'Scott', 'fir... {'node': 36, 'group': 10, 'name': 'Shivkumar',... {'node': 37, 'group': 8, 'name': 'Sebastian', ... {'node': 38, 'group': 9, 'name': 'Shubho', 'fi... {'node': 39, 'group': 0, 'name': 'Alexandros',... ... None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None None

5 rows × 1608 columns

train[0].connections
train[0].publicConnections

{'betweenness_centrality': '0.04',
 'centrality': '0.12',
 'eigenvector_centrality_numpy': '0.04',
 'firstName': 'Shawn',
 'group': 0,
 'headline': 'Founding Partner at LucidCloud Advisors | Technology Entrepreneur | Fortune 500 Executive',
 'id': '4-zT38s6yQ',
 'industry': 'Computer Software',
 'lastName': 'Kung',
 'location': {'country': {'code': 'us'}, 'name': 'San Francisco Bay Area'},
 'name': 'Shawn',
 'node': 0,
 'pictureUrl': 'https://media.licdn.com/mpr/mprx/0_PYu7iH1c7q1NiKw1lRK2P20AOz-JKrLp92lec9GcY6-p3pe1lBKWP7Ctx9xrLOXrl2lu-8it2iPpt3qy5zjhq1_AUiPyt3Mr-zjhb-GAUixpt3QR1hrIz6mRS47KiBHUba38Td-ZUNGvA5WySZHj1Z',
 'siteStandardProfileRequest': {'url': 'https://www.linkedin.com/profile/view?id=AAoAAAAAYOEBBQHxFnH3zAM5-luILpAyT9yEpb4&authType=name&authToken=6xdM&trk=api*a270498*s278215*'}}
train[0]

connections          {'firstName': 'Shawn', 'headline': 'Founding P...
reducedMatrix        [0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 1, 0, 0, ...
matrix               [0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, ...
LLNodeData                                                       links
publicConnections    {'node': 0, 'group': 0, 'name': 'Shawn', 'firs...
Name: 0, dtype: object
train[0].connections

{'firstName': 'Shawn',
 'headline': 'Founding Partner at LucidCloud Advisors | Technology Entrepreneur | Fortune 500 Executive',
 'id': '4-zT38s6yQ',
 'industry': 'Computer Software',
 'lastName': 'Kung',
 'location': {'country': {'code': 'us'}, 'name': 'San Francisco Bay Area'},
 'pictureUrl': 'https://media.licdn.com/mpr/mprx/0_PYu7iH1c7q1NiKw1lRK2P20AOz-JKrLp92lec9GcY6-p3pe1lBKWP7Ctx9xrLOXrl2lu-8it2iPpt3qy5zjhq1_AUiPyt3Mr-zjhb-GAUixpt3QR1hrIz6mRS47KiBHUba38Td-ZUNGvA5WySZHj1Z',
 'siteStandardProfileRequest': {'url': 'https://www.linkedin.com/profile/view?id=AAoAAAAAYOEBBQHxFnH3zAM5-luILpAyT9yEpb4&authType=name&authToken=6xdM&trk=api*a270498*s278215*'}}
train[0].publicConnections

{'betweenness_centrality': '0.04',
 'centrality': '0.12',
 'eigenvector_centrality_numpy': '0.04',
 'firstName': 'Shawn',
 'group': 0,
 'headline': 'Founding Partner at LucidCloud Advisors | Technology Entrepreneur | Fortune 500 Executive',
 'id': '4-zT38s6yQ',
 'industry': 'Computer Software',
 'lastName': 'Kung',
 'location': {'country': {'code': 'us'}, 'name': 'San Francisco Bay Area'},
 'name': 'Shawn',
 'node': 0,
 'pictureUrl': 'https://media.licdn.com/mpr/mprx/0_PYu7iH1c7q1NiKw1lRK2P20AOz-JKrLp92lec9GcY6-p3pe1lBKWP7Ctx9xrLOXrl2lu-8it2iPpt3qy5zjhq1_AUiPyt3Mr-zjhb-GAUixpt3QR1hrIz6mRS47KiBHUba38Td-ZUNGvA5WySZHj1Z',
 'siteStandardProfileRequest': {'url': 'https://www.linkedin.com/profile/view?id=AAoAAAAAYOEBBQHxFnH3zAM5-luILpAyT9yEpb4&authType=name&authToken=6xdM&trk=api*a270498*s278215*'}}
len(train.columns)

1608
# Identify all locations, headlines
from collections import defaultdict
locations = defaultdict(int)
industry = defaultdict(int)

headlines = []
for i in range(len(train.columns)):
    if i == 500: 
      break
    try:
      # print(train[i].publicConnections['headline'])
      # headlines.append(train[i].publicConnections['headline'])
      industry[train[i].publicConnections['industry']] += 1
      # locations[train[i].publicConnections['location']['name']] += 1
    except AttributeError or TypeError:
      pass

# Semantic analysis of the headlines
import spacy
from spacy.util import minibatch, compounding
from spacy.symbols import nsubj, VERB, NOUN
import plac
nlp = spacy.load("en_core_web_sm")
from spacy import displacy

orgs = defaultdict(int) 
for i in headlines:
  print(i)
  doc = nlp(i)
  for ent in doc.ents:
      print(ent.text, ent.label_)
      if  ent.label_ == 'ORG':
              orgs[ent.text] += 1
  print("-----")

Founding Partner at LucidCloud Advisors | Technology Entrepreneur | Fortune 500 Executive
LucidCloud Advisors ORG
-----
Staffing Consultant at Toyota Research Institute
Staffing Consultant PERSON
Toyota Research Institute ORG
-----
(Software Engineer+Statistical Analyst);
-----
Senior Research Scientist at INRIA
INRIA ORG
-----
Tech Team Builder for Disruptive Startups and High-Growth Companies
Tech Team Builder PERSON
-----
Professor
-----
Technical Program Manager at Berkeley Lab
Technical Program ORG
Berkeley Lab ORG
-----
Senior Vice President and Chief Data Officer at Intuit
Intuit ORG
-----
technology management
-----
Chief Scientist at Pinterest, Professor at Stanford
Pinterest GPE
Stanford ORG
-----
Fellow & VP Technology at Adobe
Fellow & VP Technology ORG
Adobe ORG
-----
Prof. at UC Davis and Owner, Bliss Consulting Services of Davis, CA.
UC ORG
Davis PERSON
Owner PERSON
Bliss Consulting Services of ORG
CA ORG
-----
All Things Recruiting @First50 - phil@first50.com
-----
visualization and applied algorithms consultant
-----
Associate Professor at University of San Francisco
University of San Francisco ORG
-----
Senior Technical Recruiter - Silicon Engineering Group at Apple
Apple ORG
-----
Building products
-----
Principal Researcher at Microsoft Research
Principal Researcher ORG
Microsoft Research ORG
-----
CEO, Allen Institute for AI (hiring!)
Allen Institute for AI ORG
-----
Advanced Analytics and Big Data - Driving Intelligence through Azure, Cortana, and R Server
Advanced Analytics ORG
Big Data - Driving Intelligence ORG
Cortana PERSON
-----
Corporate Vice President at Microsoft
Microsoft ORG
-----
Technology Recruiter/ Sourcer /Team Builder!












Sourcer PERSON
-----
Deep Learning, AI Regional Business Development Leader at IBM | Machine Learning, Deep Learning, Artificial Intelligence
Deep Learning ORG
IBM ORG
-----
Research Professor - Visualization and Visual Analytics
-----
Co-Founder at Streamlio
-----
Vice President, Software Engineering at Barefoot Networks
Software Engineering ORG
Barefoot Networks ORG
-----
Sr Technical Recruiter at Apple
Apple ORG
-----
Founder of OrientDB, the 1st Multi-Model DBMS
OrientDB ORG
1st ORDINAL
-----
Professor, Linköping University
Linköping University ORG
-----
Information design, data storytelling & visualization, instructor for LinkedIn Learning, workshop facilitator, speaker.
LinkedIn Learning ORG
-----
Encore Fellow Mapping Program Manager at Washington Trails Association
Washington Trails Association ORG
-----
Professor at University of California, Davis
University of California ORG
Davis PERSON
-----
Director of Staffing at NVIDIA
-----
VP of Engineering at ForeScout Technologies
ForeScout Technologies ORG
-----
Editor-in-Chief, Computers and Graphics Journal
Computers and Graphics Journal ORG
-----
Product Management | Business Development | Strategy 
Product Management | Business Development ORG
-----
Director of Engineering (Visualization, Analytics) at General Electric
General Electric ORG
-----
Founder, Principal at DataYou
DataYou ORG
-----
AI Research at Facebook AI Research (FAIR)
Facebook AI Research ORG
FAIR ORG
-----
Senior Engineering Manager at LinkedIn
LinkedIn ORG
-----
Owner, Isaacson Search Company and Staffing and Recruiting Specialist
Owner ORG
Isaacson Search Company ORG
-----
Distinguished Engineer at Microsoft
Engineer PERSON
Microsoft ORG
-----
Staff Software Engineer at LinkedIn
LinkedIn ORG
-----
Head of Analytics at Mesosphere, Inc.
-----
Bringing science solutions to the world... one hire at a time!
-----
Software Architect at Intel Corporation
Software Architect ORG
Intel Corporation ORG
-----
Founder at Consultant: Computer Graphics, Visualization, E-Learning
Computer Graphics ORG
Visualization ORG
-----
Professor at University of Utah
University of Utah ORG
-----
Senior Research Scientist at Tableau Software
-----
Director of Engineering at Facebook
-----
Founder & CEO at Cohesity
Founder & CEO ORG
-----
Child Family Professor of Engineering and Entrepreneurship at UC Davis
Child Family PERSON
UC ORG
-----
Engineering Director, TensorFlow
-----
Senior Quant Research Associate at Bank of America
Bank of America ORG
-----
Computer Scientist at Lawrence Livermore National Laboratory
Computer Scientist PERSON
Lawrence Livermore National Laboratory FAC
-----
Sr Director, Engineering at Drawbridge Inc.
Drawbridge Inc. ORG
-----
Founder and CEO, Chief Scientist at Petuum, Inc., Professor at Carnegie Mellon University
Petuum, Inc. ORG
Carnegie Mellon University ORG
-----
Vice President, Intel Data Center Group
Intel Data Center Group ORG
-----
Director, Data Science and Analytics - Member Products at Netflix
Data Science ORG
Analytics - Member Products ORG
Netflix ORG
-----
lead scientist at Fraunhofer IAIS, Sankt Augustin and professor (part-time) at City University, London
Fraunhofer IAIS ORG
Sankt Augustin PERSON
City University ORG
London GPE
-----
Founder and CEO at Next Mountain
Next Mountain ORG
-----
Sr Data Scientist at Apple
Apple ORG
-----
CTO at Arraiy.com
Arraiy.com ORG
-----
Executive Director and Faculty Lead at The Ohio State University Translational Data Analytics Institute
Faculty Lead PERSON
The Ohio State University Translational Data Analytics Institute ORG
-----
Computer Science & Engineering, Biology, and AI
Computer Science & Engineering ORG
Biology PERSON
-----
Chief Data Scientist of envision.ai
creating Deep Learning products to provide artistic insights
Data Scientist PERSON
Deep Learning ORG
-----
Machine Learning. Healthcare. Entrepreneur. 
Healthcare ORG
-----
Hiring Engineers to advance Self-Driving Cars
Self-Driving Cars ORG
-----
Engineering  at Uber
Uber GPE
-----
Data and Analytics Group Lead at NERSC, Berkeley Lab
Data and Analytics Group Lead ORG
NERSC ORG
Berkeley Lab PERSON
-----
Connecting with Professionals Globally
-----
Head of Product, Marketplace & Maps at Uber
Product, Marketplace & Maps ORG
Uber GPE
-----
Principal Security Strategist at Splunk
Principal Security Strategist ORG
-----
Associate Dean of Academic Personnel and Planning at College of Engineering, UC Davis
Associate Dean PERSON
College of Engineering ORG
-----
Director at Talentar | Global Recruiter & Business Developer
Talentar ORG
-----
Sr. Recruiter - Global Talent Acquisition - Expedia
Recruiter - Global Talent Acquisition - Expedia ORG
-----
Head of Recruiting for  Data Science, Analytics, and System Infrastructure @Linkedin
Analytics ORG
System Infrastructure WORK_OF_ART
-----
Principal Member Of Technical Staff at AMD Research
AMD Research ORG
-----
Lecturer in Software Engineering at Victoria University of Wellington and External Lecturer at University of Oxford, UK

Software Engineering ORG
Victoria University of Wellington ORG
External Lecturer ORG
University of Oxford ORG
UK GPE
-----
Business Process Manager at Lawrence Berkeley National Laboratory
Lawrence Berkeley National Laboratory ORG
-----
Researcher in Human-Computer Interaction and Data Visualization
Human-Computer Interaction ORG
-----
Research Staff Member,  Master Inventor;  Author of Taming Information Technology by Oxford Univ. Press
Research Staff ORG
Oxford Univ ORG
-----
Principal Engineer at Google
Principal Engineer PERSON
Google ORG
-----
Sr Strategic Sourcer/Recruiter Apple Machine Learning Platform Seattle/Pittsburgh
-----
Data Scientist at Veritone, Inc.
Data Scientist PERSON
Veritone, Inc. ORG
-----
Dean and Vice-Provost of Graduate Studies at UC Davis
Dean PERSON
Vice-Provost ORG
UC ORG
-----
Senior Recruiter - Artificial Intelligence Product Group at Intel Corporation
Intel Corporation ORG
-----
Consultant / Technical Recruiting at  VPG, Intel
Consultant / Technical Recruiting ORG
VPG ORG
Intel ORG
-----
Senior Scientist at Los Alamos National Laboratory
Los Alamos National Laboratory ORG
-----
Senior Investment Manager at Sinovation Ventures (Deep Tech)
Sinovation Ventures ORG
Deep Tech ORG
-----
Assistant Professor at University of Wisconsin-Madison
University of Wisconsin-Madison ORG
-----
Principal Scientist at Amazon AI and Bren Professor at Caltech
Principal Scientist PERSON
Amazon AI ORG
Bren PERSON
Caltech ORG
-----
Data Visualization
-----
Director, AI and Machine Learning at Amazon
AI ORG
Machine Learning ORG
-----
| Sr Technical Contract Recruiter |   Talent Acquisition | Full Cycle | Staffing Consultant | Sourcer
-----
Associate Professor at Amrita Vishwa Vidyapeetham
-----
Recruiting Data Scientists, Analytics, Eng (front, back, full stack, data centric), UX, PMO, TPM talent at EA!
Recruiting Data Scientists ORG
UX ORG
PMO ORG
TPM ORG
EA ORG
-----
Vice-Chairman - Computer Science & Engineering  at Amrita University, Coimbatore
Amrita University ORG
-----
Associate Professor at International Institute of Information Technology – Bangalore
International Institute of Information Technology ORG
-----
Senior Advisor to Provost for STEM and Diversity Initiatives
STEM ORG
-----
Project Leader, Center for Applied Scientific Computing, Lawrence Livermore National Laboratory
Lawrence Livermore National Laboratory ORG
-----
Sr Manager, Institutional Relations, Grameen Foundation & Project Manager,  Postharvest Programs,Agribusiness Associates
Sr Manager PERSON
Institutional Relations ORG
Grameen Foundation & Project ORG
Agribusiness Associates ORG
-----
Computer Scientist
-----
#microsoftrecruiter #MicrosoftAI #HoloLens #Deeplearning #computervision #MR #Robotics #NLP #SpeechRecognition
-----
Research Scientist, Yahoo! Labs
Research Scientist PERSON
Labs PERSON
-----
Associate Professor at University of California - Davis
University of California - Davis ORG
-----
Visualization Engineer at Groupon
Visualization Engineer PERSON
-----
professor Visualization at TU Eindhoven
-----
Engineering Fellow and Vice President
-----
Technology Executive, Entrepreneur and Educator
Technology Executive ORG
Entrepreneur ORG
-----
Director | Network & Security Engineering at  Time Warner Inc.
-----
VP Engineering at Reddit, Speaker, Advisor
VP Engineering at Reddit ORG
-----
President, Interpret LLC, Certified Focus Group and IDI Moderator (English and Chinese)
Interpret LLC PERSON
Certified Focus Group ORG
IDI Moderator ORG
English LANGUAGE
Chinese NORP
-----
Staff Scientist
-----
Distinguished Scientist and Vice General Manager, Tencent AI Lab, Tencent
Manager PERSON
-----
Director, Senior Data Scientist - Pharma Strategy at Decision Resources Group
Decision Resources Group ORG
-----
Software Developer 2 at Uber
Uber GPE
-----
Senior Lecturer in Applied Data Science at City, University of London
Applied Data Science ORG
University of London ORG
-----
Director, Complex Systems Research at Autodesk
Complex Systems Research ORG
Autodesk ORG
-----
Chief Housing Planner at the Metropolitan Area Planning Council
Housing Planner PERSON
the Metropolitan Area Planning Council ORG
-----
Member Technical Staff @ Awake, CTO @ HumansForAI, PMC Member/Committer @ Apache AsterixDB
PMC ORG
-----
VP of Sales, Cloudera
Sales GPE
Cloudera ORG
-----
Cofounder/CTO at Curai
Cofounder/CTO ORG
Curai GPE
-----
Professor at University of California, Davis
University of California ORG
Davis PERSON
-----
Research Scientist at Massachusetts Institute of Technology
Research Scientist PERSON
Massachusetts Institute of Technology ORG
-----
Research Scientist at USC Information Sciences Institute
Research Scientist PERSON
USC Information Sciences Institute ORG
-----
Product Manager at Qlik
-----
Senior Marketing Manager at Khan Academy
Khan Academy ORG
-----
Computational Social Scientist / Data Science Researcher
-----
Senior Machine Learning Engineer - AIPG at Intel Corporation
Intel Corporation ORG
-----
Sr. Principal Software Engineer at Dell Networking (Data Center & Enterprise Products)
Dell Networking (Data Center & Enterprise Products ORG
-----
Lawrence Berkeley National Laboratory at Computational Staff Scientist/Engineer
Lawrence Berkeley National Laboratory ORG
Computational Staff ORG
-----
Experienced Data Scientist, Brain Cancer Genomics Research at Swedish Medical Center
Experienced Data Scientist ORG
Brain Cancer Genomics Research ORG
Swedish Medical Center ORG
-----
Senior Software Engineer at Salesforce
-----
Senior Software Engineer at NVIDIA
NVIDIA ORG
-----
Assistant Professor at Arizona State University
Arizona State University ORG
-----
Cofounder at AVOCADO
AVOCADO ORG
-----
Chief Officer - Lakshya Labs
-----
"Think Different"
-----
👨🏻‍💻
-----
Director of Development  at Klipfolio
Development ORG
Klipfolio GPE
-----
Research Scientist at Intel
Research Scientist PERSON
Intel ORG
-----
Founder / CEO Nod Labs
Nod Labs PERSON
-----
Professor and Associate Dean at the University of Pennsylvania, Co-founder and Chief Scientist at Termaxia LLC
Associate Dean PERSON
the University of Pennsylvania ORG
-----
Tech Lead (Cryptography), Principal Research Scientist at Visa Research 
-----
Founding Partner | Head of Data Science Search @ Starbridge Partners
-----
Principal Data Scientist | Data Operations and Advanced Analytics
Principal Data Scientist | Data Operations ORG
-----
CEO MachineVantage
MachineVantage ORG
-----
Dr Ori Gudes is a Research Fellow at UNSW
Ori Gudes PERSON
-----
Professor at UC Davis, Co-Founder of Stratovan Corp.
UC ORG
Davis PERSON
Stratovan Corp. ORG
-----
Founder at Equatine Labs
Equatine Labs ORG
-----
Research Staff, Eugene P. Wigner Fellow  at Oak Ridge National Laboratory
Research Staff ORG
Eugene P. Wigner Fellow   PERSON
Oak Ridge National Laboratory ORG
-----
Software Engineer at Lyft
Software Engineer PERSON
Lyft ORG
-----
Staff Software Engineer at Google.com
-----
Investor
-----
Assistant Professor at University of North Carolina at Chapel Hill
University of North Carolina ORG
Chapel Hill ORG
-----
Recruiting at Slack
-----
Roboticist @ MIT, Founder @ Hydroswarm
MIT ORG
@ Hydroswarm PERSON
-----
Data Visualization & User Experience Researcher
Data Visualization & User Experience Researcher ORG
-----
Intern at HP Labs
-----
Staff Software Engineer/Tech Lead Manager at Google
Google ORG
-----
Technical Recruiter
-----
GIS Specialist at Uber
Uber GPE
-----
MIT
MIT ORG
-----
Career Counseling Consultant 
-----
Geek and Developer Relations at Neo4j
Geek and Developer Relations ORG
-----
CEO & Founder DataScience.com
-----
Engineering Insanely Great Experiences at Apple
Apple ORG
-----
Cloud People Strategy and Operations at Google
Cloud People Strategy and Operations ORG
Google ORG
-----
Director, Scientific Computing and Imaging Institute
Scientific Computing ORG
Imaging Institute ORG
-----
Associate Professor at Washington State University
Washington State University ORG
-----
Seeking opportunities at the intersection of software and the life sciences.
-----
Director, Science & Algorithms at Netflix
Science & Algorithms ORG
Netflix ORG
-----
Creating software solutions @ IBM
IBM ORG
-----
Lead Technical Recruiter at Protingent Staffing
-----
Data Scientist at Facebook
Data Scientist PERSON
-----
at Google
Google ORG
-----
Head of Biz Ops & Strategy, Phones Business @Google
Biz Ops & Strategy ORG
Phones Business @Google ORG
-----
Professor at Yale University
Yale University ORG
-----
Computer Science Professor at Emory University
-----
Infosys Fellow and Head of ML/AI Research
Infosys Fellow PERSON
ML/AI Research ORG
-----
Data Scientist and Researcher
Data Scientist PERSON
-----
Visualization at Uber (We're hiring!)
Uber PERSON
-----
3D Visualization at SanDisk
SanDisk ORG
-----
Applied ML Research Scientist  @ Facebook | AI Platform | HPC | Computer Architecture (We are hiring!)
Applied ML Research ORG
-----
CEO and Cofounder at Hello Robot Inc
-----
Consulting CTO/Cloud Architect/Machine Learning Architect /Author/UC Davis GSM Lecturer
UC ORG
-----
Data Engineering at Ten-X
Data Engineering ORG
-----
Founder & CEO at VirtuallyMagic
Founder & CEO ORG
VirtuallyMagic ORG
-----
Algorithm Development | Quantitative Analysis | Product Development | Human Subject Research in San Francisco / Bay Area
Algorithm Development ORG
Quantitative Analysis ORG
San Francisco / Bay Area GPE
-----
CNRS Researcher - Topological Data Analysis - Visualization
CNRS Researcher - Topological Data Analysis - Visualization ORG
-----
Director Of Business Development at Phoenix Bioinformatics Corporation
Business Development ORG
Phoenix Bioinformatics Corporation ORG
-----
Deep Learning Researcher, Startup Founder, Traveler.
Deep Learning Researcher ORG
Startup Founder PERSON
Traveler PERSON
-----
Director of Engineering at DataStax
-----
AI Recruiter at Amazon
Amazon ORG
-----
Principal Technical Account Manager at Mentor Graphics
Mentor Graphics ORG
-----
Visualization + Machine Learning
-----
Assistant Professor at Indiana University–Purdue University Indianapolis
Indiana University–Purdue University Indianapolis ORG
-----
Hire and Train Data Scientists
Train Data Scientists WORK_OF_ART
-----
Director, Data Services and Solutions, eBay
Data Services ORG
Solutions ORG
eBay ORG
-----
Talent Matchmaker | New H1 Filing /Transfer's (26k+ Followers on LI)
Talent Matchmaker PERSON
26k+ Followers ORG
LI ORG
-----
Technical Lead  and Manager at Google
Google ORG
-----
Data science at Apple iCloud. 
Apple ORG
-----
Postdoctoral Fellow at Berkeley Lab
Berkeley ORG
-----
VP, People Operations at Periscope Data, Inc.
People Operations at Periscope Data, Inc. ORG
-----
Senior Data Scientist, Network Growth at LinkedIn
LinkedIn ORG
-----
Deep Learning Scientist at Apple - Face ID and Sensors
Apple - Face ID and Sensors ORG
-----
Senior Staff Software Engineer
-----
Machine Learning Engineer at Uber ATG (Hiring)
Uber ATG ( ORG
-----
Senior Computer Scientist at Lawrence Berkeley National Laboratory
Lawrence Berkeley National Laboratory ORG
-----
Cofounder at HiDimensional: Interview with rockstar engineers and get referred to top startups!
HiDimensional ORG
-----
Making robots move stuff around
-----
Sr. Software Engineer at Google
Software Engineer PERSON
Google ORG
-----
Analytics & Data Science Leader, Advisor, Investor
Analytics & Data Science Leader ORG
-----
Professor and Chancellor's Fellow at University of California, Davis
University of California ORG
Davis PERSON
-----
Open for innovation led profiles in Vision, HCI, UX, Human Factors, Virtual Humans & VR. 
Vision ORG
HCI ORG
UX ORG
Human Factors GPE
Virtual Humans & VR ORG
-----
Computer Scientist at Lawrence Livermore National Laboratory
Computer Scientist PERSON
Lawrence Livermore National Laboratory FAC
-----
Practice Lead, Business Development Manager at VincentBenjamin
Practice Lead, ORG
VincentBenjamin ORG
-----
Staff Software Engineer at A10 Networks
A10 Networks ORG
-----
Research Scientist in Big Data & Graph Analytics on HPC
Big Data & Graph Analytics ORG
HPC ORG
-----
Senior Marketing Manager - Banking and Financial Services at Cognizant Technology Solutions
Cognizant Technology Solutions ORG
-----
Mixture of Multitask Experts
-----
Intl Student Advisor at UC Davis
Intl Student Advisor ORG
UC ORG
-----
Vice President of Multicultural Development, PRMG
Multicultural Development ORG
-----
CEO at Alluxio, Inc. (We are hiring!)
Alluxio, ORG
-----
Security and Privacy Scientist at Snapchat, Inc.
Privacy Scientist PERSON
Snapchat, Inc. ORG
-----
Senior Research Scientist at NVIDIA
NVIDIA ORG
-----
Technical Recruiting Lead at Facebook
-----
Research Manager, Microsoft Research
Microsoft Research ORG
-----
Visual Analytics at Uber
Visual Analytics ORG
Uber GPE
-----
Research Scientist at Lawrence Berkeley National Laboratory
Research Scientist PERSON
Lawrence Berkeley National Laboratory ORG
-----
Apple
-----
Bitcoin Bastion/ Ether Exclament/ Litecoin Legionnaire  at Surelock Ventures
Bitcoin Bastion/ PERSON
Surelock Ventures ORG
-----
Software Engineering at Lyft
Software Engineering ORG
Lyft GPE
-----
Network Engineer at ESnet
Network Engineer PERSON
ESnet ORG
-----
President at Society of Industrial Microbiology & Biotechnology
Society of Industrial Microbiology & Biotechnology ORG
-----
System Administrator at UC Davis
System Administrator ORG
UC ORG
-----
co-founder, Whatify.com
Whatify.com ORG
-----
Principal Researcher at Microsoft Research
Principal Researcher ORG
Microsoft Research ORG
-----
Sr Software Engineer at Bloomberg LP
Bloomberg LP ORG
-----
IOT Engineer at Cavium Networks
IOT Engineer PERSON
Cavium ORG
-----
Decision Science Manager at Facebook
-----
Dean at King Abdullah University of Science and Technology
King Abdullah University of Science and Technology ORG
-----
Senior Research Scientist at Google
Google ORG
-----
Head of Applied Machine Learning and Data Science at Etsy
Applied Machine Learning and Data Science ORG
Etsy GPE
-----
Sr. Research Scientist at Intel Labs
Research Scientist PERSON
Intel Labs ORG
-----
System Software Engineer II at (Voltage Security)Microfocus
-----
Head - Talent Acquisition @ Tally
-----
Senior Scientist at Lawrence Livermore National Laboratory
Lawrence Livermore National Laboratory FAC
-----
CTO of Innovation Accelerator and Director of Entrepreneurial Studies at Eagle Hill School
Eagle Hill School ORG
-----
Associate professor in Computer Science (Information Visualization)
Computer Science (Information Visualization ORG
-----
at
-----
Computer Systems Engineer at Lawrence Berkeley National Laboratory
Computer Systems Engineer ORG
Lawrence Berkeley National Laboratory ORG
-----
R&D Recruiter
-----
Senior Researcher at Microsoft
Microsoft ORG
-----
Principal Software Engineer at Oracle
Oracle ORG
-----
Software Engineer at Intel Corporation
Software Engineer PERSON
Intel Corporation ORG
-----
Assistant Professor at University of California, Davis
University of California ORG
Davis PERSON
-----
SDE II @ AWS EKS
-----
Analyst at GSD&M
GSD&M CARDINAL
-----
Fellow and Head of Adobe Research
-----
Manufacturing Design at Apple Inc.
Apple Inc. ORG
-----
Software Developer
-----
Department Head for Computational Science at Berkeley Lab
-----
Data visualisation and analysis at Datamake
-----
Assistant Adjunct Professor at University of California, San Francisco
University of California ORG
San Francisco GPE
-----
Amrita Vishwa Vidyapeetham
Amrita Vishwa Vidyapeetham PERSON
-----
Director of Product of IBM Watson Developers Labs & AR/VR Labs 
IBM Watson Developers Labs & AR/VR Labs ORG
-----
Director at College Writing Programs/UC Berkeley and Senior Editor at Wayzgoose Press
College Writing Programs/UC Berkeley ORG
Wayzgoose Press ORG
-----
User Experience Design Mentor at Springboard 
Springboard ORG
-----
Research Associate at Stanford University
Research Associate PERSON
Stanford University ORG
-----
Senior Consultant at Cognizant Business Consulting
Cognizant Business Consulting ORG
-----
Dean Research at PES UNIVERSITY, BANGLORE
Dean Research ORG
PES UNIVERSITY ORG
-----
jsw
-----
Microsoft IDC/R&D : Hiring Sr/Principal SE for Azure,Office Product
krishna.reddy@microsoft.com
Microsoft ORG
Hiring Sr/Principal SE PERSON
-----
Researcher in Artificial Intelligence (AI), Assistant Professor at Georgia Tech, Research Scientist at Facebook
Artificial Intelligence (AI ORG
Georgia Tech ORG
Research Scientist PERSON
-----
Adjunct Faculty at BITS Pilani Work Integrated Learning Programmes
-----
VP of Artificial Intelligence at LinkedIn
Artificial Intelligence ORG
-----
Senior Manager of Decision Analytics, VISA
Decision Analytics ORG
VISA ORG
-----
Computer Scientist / Mathematician at Lawrence Livermore National Security
Computer Scientist / Mathematician ORG
Lawrence Livermore National Security FAC
-----
Associate Director at UC Davis Internship and Career Center
UC ORG
Davis Internship PERSON
Career Center ORG
-----
Global Biopharma Recruiting Specialist | Partner With Top Talent And Innovative Biotech Companies
-----
Entrepreneur, Digital Nomad, Developer & Designer -  #500Strong
Entrepreneur ORG
Digital Nomad, Developer & Designer ORG
-----
Research Scientist 
-----
Senior Software Engineer at Reddit, Inc.
Reddit, Inc. ORG
-----
Data Engineering & Personalization at @WalmartLabs
Data Engineering & Personalization ORG
-----
Chief Software Architect at Gene By Gene 
Software Architect PERSON
Gene By Gene ORG
-----
Benefits Specialist at Google
Google ORG
-----
Data Scientist at Wells Fargo
Data Scientist PERSON
Wells Fargo ORG
-----
Co-Founder and CEO at Dermveda
Dermveda ORG
-----
Professor, Department of Computer Science & Director, MS in Information Systems, George Mason University
Department of Computer Science & Director ORG
Information Systems ORG
George Mason University ORG
-----
Machine Learning Engineer at Apple
Apple ORG
-----
Research Scientist at Yahoo Research
Research Scientist PERSON
Yahoo Research ORG
-----
Data Science Manager at Uber
Uber ORG
-----
Computer Science Researcher | Engineer | Angel Investor
-----
Professor Adjunto na Universidade de Brasília
Adjunto na Universidade de Brasília ORG
-----
Machine Learning at Walmart Labs
-----
Senior Data Scientist at Uber
Uber GPE
-----
Senior Business Analyst at Muthoot Technologies
Senior Business Analyst ORG
Muthoot Technologies ORG
-----
Account Manager at CDW
-----
Technical Lead / Senior Research Scientist at Light
Technical Lead / Senior Research Scientist ORG
-----
Chief Data Scientist at Spoke
Data Scientist PERSON
Spoke GPE
-----
Applied Scientist at Microsoft AI & Research
Applied Scientist PERSON
Microsoft AI & Research ORG
-----
Parallel Software Engineer at Intel Corporation
Parallel Software Engineer PERSON
Intel Corporation ORG
-----
Senior Visualization Scientist at Pacific Northwest National Laboratory - PNNL
Pacific Northwest National Laboratory - PNNL ORG
-----
Technical Lead at Cisco
Technical Lead ORG
Cisco GPE
-----
Chief Architect, Huawei MIND Platform for AI
Architect PERSON
Huawei MIND Platform ORG
-----
Performance Engineering Manager at Sustainable Power Group Inc. (Spower Inc.)
Sustainable Power Group Inc. ORG
Spower Inc. ORG
-----
Engineering Manager - Marketplace Management at Uber
- Marketplace Management ORG
Uber GPE
-----
Coordinator, Amrita Center for International Programs, Amrita University
Amrita Center for International Programs ORG
Amrita University ORG
-----
Graduate Program Coordinator, Electrical and Computer Engineering at UC Davis
Graduate Program Coordinator, Electrical and Computer Engineering ORG
UC ORG
-----
Research Intern at Disney Research
Research Intern PERSON
Disney Research ORG
-----
Associate Professor at University of California, Davis
University of California ORG
Davis PERSON
-----
Assistant Professor of Statistics at Oregon State University
Oregon State University ORG
-----
Consultant and Expert Witness in Ergonomics
Expert Witness PERSON
Ergonomics ORG
-----
Visiting Researcher, PhD, Computer Science, UC Berkeley

PhD, ORG
UC Berkeley ORG
-----
Talent Acquisition at PayPal
PayPal ORG
-----
Senior Manager of Talent Acquisition at DrugDev
DrugDev ORG
-----
Scientific Translator, English Language Teacher and Skills Trainer, Paris Vacation Rental Manager, Events Planner
English LANGUAGE
Skills Trainer ORG
Paris Vacation Rental Manager ORG
Events Planner PERSON
-----
HR Program Manager at Microsoft
Microsoft ORG
-----
Technical Recruiter at Twitter
-----
Adjunct Assistant Professor of Medicine at Cleveland Clinic
of Medicine ORG
Cleveland Clinic ORG
-----
Search at Apple
Apple ORG
-----
Sr. Supplier Quality Engineer at MilliporeSigma
Quality Engineer PERSON
MilliporeSigma ORG
-----
Professor at Princeton Computer Science | Co-Founder/CTO at TimescaleDB
Princeton Computer Science ORG
-----
Senior Software Engineer at Uber
Uber GPE
-----
PhD Candidate at Massachusetts Institute of Technology | Venture Fellow at Rough Draft Ventures
Massachusetts Institute of Technology | Venture Fellow ORG
Rough Draft Ventures ORG
-----
Professor at UC Santa Barbara
UC ORG
Santa Barbara GPE
-----
Account Manager at Coolsoft LLC
Coolsoft GPE
-----
Interaction and Information Designer. Managing Director at Interactive Things
Interactive Things ORG
-----
Principal / Developer at Velocicast
Principal / Developer ORG
-----
PhD Candidate, UC Davis
Candidate ORG
UC ORG
-----
Postdoctoral Fellow at Harvard University
Harvard University ORG
-----
Researcher in machine learning
-----
Tableau Consultant, Data Analyst, Tableau Zen Master
Tableau Consultant PERSON
Data Analyst ORG
Tableau Zen Master ORG
-----
Research scientist at Adobe Systems
Adobe Systems ORG
-----
Senior Software Engineer at Cisco
Cisco GPE
-----
Assistant Professor at Icahn School of Medicine at Mount Sinai
Icahn School of Medicine at Mount Sinai ORG
-----
Communications Specialist/ Writer at Lawrence Berkeley National Laboratory
Lawrence Berkeley National Laboratory ORG
-----
Assistant Professor at UC Santa Barbara
UC ORG
Santa Barbara GPE
-----
Head of Data Science / CTO Office at Bloomberg LP
Data Science / CTO Office ORG
-----
visual intuition for machine learning
-----
Research Scientist at Snap
Research Scientist PERSON
Snap ORG
-----
Research Scientist at NVIDIA
NVIDIA ORG
-----
Assoc Prof at UC Berkeley
Assoc GPE
UC Berkeley ORG
-----
Product @ Palantir
-----
Professor  Amrita Vishwa Vidyapeetham
-----
Senior Director of Systems Department at United Technologies Research Center
Systems Department ORG
United Technologies Research Center ORG
-----
Doctoral Student at UC Berkeley
UC Berkeley ORG
-----
Sr. Systems Engineer in Network R&D at HPE Aruba
Systems Engineer PERSON
Network R&D ORG
Aruba GPE
-----
Enabling Data-Driven Insights for Everyone | Founder-CEO at Keshif
Enabling Data-Driven Insights for Everyone | Founder-CEO ORG
Keshif GPE
-----
Looking for a Angularjs developer or front end developer or UI
Angularjs ORG
UI ORG
-----
National Recruiting Manager at Etain Solutions
Etain Solutions ORG
-----
Computational Scientist
-----
Senior Software Engineer at Google
Google ORG
-----
Coordinator, Cultural Education, Amrita Vishwa Vidyapeetham
Amrita Vishwa Vidyapeetham PERSON
-----
Director, AI, at Samsung Research
Samsung Research ORG
-----
Software Engineer at Microsoft
Software Engineer PERSON
Microsoft ORG
-----
User Experience Engineer at Google
Google ORG
-----
Software Engineer at Hewlett-Packard
Software Engineer PERSON
Hewlett-Packard ORG
-----
Senior Member of Technical Staff at AT&T Foundry
Technical Staff ORG
AT&T Foundry ORG
-----
PhD student at University of Texas Austin
University of Texas Austin ORG
-----
Associate Professor at UC Davis
UC ORG
-----
Lending solutions globally for investments countrywide
-----
Analytics and Decision Sciences
Decision Sciences ORG
-----
Co-Founder and CTO at SparcIt 
SparcIt PERSON
-----
Owner, i-prosumer
Owner ORG
-----
Urban Designer at MIG
-----
Senior Scientist at GenEdit
GenEdit ORG
-----
Associate Professor at Washington State University
Washington State University ORG
-----
Recruiter supporting AI&R and ML for teams across Microsoft
AI&R ORG
ML ORG
Microsoft ORG
-----
Software Development Engineer, Contractor at Disney
-----
HSBC Global Markets | IIM Ahmedabad | Ex - BlackRock, Greater Pacific Capital , Infoedge Ventures | NSIT (Comp. Engg.)
HSBC Global Markets ORG
Greater Pacific Capital ORG
NSIT ORG
Comp ORG
-----
Imaging and Computer Vision Researcher
-----
Deep Learning/Computer Vision Engineer
Deep Learning/Computer ORG
-----
Software Engineer at Cisco
Software Engineer PERSON
Cisco GPE
-----
Sr Software Engineer 
-----
Visiting Scientist at Rutgers School of Engineering
Rutgers School of Engineering ORG
-----
Software Engineer 2 at eBay Inc
eBay Inc ORG
-----
Computer vision engineer at Oculus VR
Oculus VR ORG
-----
Hiring experts in Java / .Net  / Bigdata / Data Science / SAP / Oracle Apps / SalesForce 
Java / .Net   ORG
-----
Machine Learning @Fyusion | PhD in Computer Vision from UC Berkeley
UC Berkeley ORG
-----
Research Scientist at Facebook
Research Scientist PERSON
-----
Senior Staffing Partner/Technical University Recruiter looking for the best backend Engineers to grow the SDDC at VMware
Recruiter PERSON
Engineers ORG
-----
Software Engineer at Google
Software Engineer PERSON
Google ORG
-----
Research Associate at Amrita Vishwa Vidyapeetham
Research Associate PERSON
Amrita Vishwa Vidyapeetham ORG
-----
Sr. Big Data Engineer | Spark | Scala | Hadoop | PMP
-----
Phd Candidate | Seeking Full-Time Position as a Software Engineer
-----
Senior Data and Policy Analyst at Acumen, LLC
LLC ORG
-----
Data Science Generalist || Experimentation - Optimization || Strategic Insights 
-----
Machine Learning Scientist at Clobotics
-----
Software Engineer at Intel Corporation
Software Engineer PERSON
Intel Corporation ORG
-----
Customer Service Coordinator at 360 Advanced Security Corporation
Customer Service Coordinator ORG
360 CARDINAL
Advanced Security Corporation ORG
-----
Senior Bot Developer, Software Engineer, Data Scientist, CTO,CEO,Entrepreneur,MSEI,PhD,Researcher,Speaker, Freelancer
Software Engineer PERSON
Data Scientist PERSON
CTO ORG
Entrepreneur ORG
MSEI ORG
PhD WORK_OF_ART
-----
Analog IC Design Engineer at Linear Technology(Now a part of Analog Devices)
Analog IC Design Engineer PERSON
Linear Technology(Now ORG
Analog Devices ORG
-----
MSc.Project Management looking for F/T. 
Project Management ORG
F/T. ORG
-----
Founder at TeraBundle Anlytics
TeraBundle Anlytics ORG
-----
Senior Rocket Scientist at Rocket Fuel Inc.
Rocket Scientist PERSON
Rocket Fuel Inc. ORG
-----
BSIM Manager/Postdoctoral Researcher at UC Berkeley
UC Berkeley ORG
-----
PhD Candidate in Computer Science
-----
International Database Expert
-----
SharePoint Developer at BMW
SharePoint Developer PERSON
BMW ORG
-----
Data Scientist II at Uber
Data Scientist II PERSON
Uber GPE
-----
Strategic Planning Analyst at Google
Google ORG
-----
Startup Animal, Full Stack Engineer, Digital Nomad, Growth Hacking Geek & Blogger.
Startup Animal PERSON
Stack Engineer PERSON
Digital ORG
Nomad PRODUCT
Growth Hacking Geek & Blogger ORG
-----
Assistant Professor at UC Davis
UC ORG
-----
Web Security - Bot Detection - Senior Software Engineer 
-----
Graduate Teaching Assistant at University at Buffalo
University at Buffalo ORG
-----
Product @ Lyft
-----
Computational NeuroScientist and Machine Learning expert
Computational NeuroScientist ORG
Machine Learning ORG
-----
Marketing Operations Manager at x.ai
-----
Consultant HCL Technologies (Infrastructure Division )MBA,PRINCE2 ®Practitioner, ITILV3
Consultant HCL Technologies (Infrastructure Division ) ORG
PRINCE2 ®Practitioner PERSON
-----
Seeking full-time/intern opportunities in Software Engineering for Machine Learning and AI
Software Engineering ORG
-----
Software Engineer at Google
Software Engineer PERSON
Google ORG
-----
Keep (deep) learning...
-----
Asst. Professor (Sr. Grade) at Amrita Vishwa Vidyapeetham
Amrita ORG
-----
Lead Software Engineer, Performance at Salesforce
-----
Masters Student in Computer Science
-----
Member of Technical Staff at VMware
Technical Staff ORG
VMware ORG
-----
PhD Student - Data Visualization
-----
Software Engineer - Alexa at Amazon
Amazon ORG
-----
Research Scientist at Facebook
Research Scientist PERSON
-----
Software Engineer at Intel Corporation
Software Engineer PERSON
Intel Corporation ORG
-----
Software Engineer at Apple
Software Engineer PERSON
Apple ORG
-----
Graduate student at Kelley School of Business
Kelley School of Business ORG
-----
Computer Systems Engineer at Lawrence Berkeley National Laboratory
Computer Systems Engineer ORG
Lawrence Berkeley National Laboratory ORG
-----
Assistant Professor at Amrita University
Amrita University ORG
-----
Machine Learning Researcher at CeADAR Ireland
Machine Learning Researcher ORG
-----
Data scientist, enthusiast and evangelist @ Snap
-----
Smart Grid | Distributed Energy Resources | IoT Product Management | SaaS Solutions
Smart Grid ORG
IoT Product Management ORG
-----
Postdoctoral Fellow at Lawrence Livermore National Laboratory
Lawrence Livermore National Laboratory FAC
-----
Cloud Engineer at DualSpark
Cloud Engineer PERSON
DualSpark ORG
-----
Data Scientist
-----
Vice-President
-----
Engineering Manager & Architect, Watson Knowledge Graph
Watson Knowledge Graph PERSON
-----
Researcher at Microsoft Research
Microsoft Research ORG
-----
Technical Recruiter at Intel
Intel ORG
-----
Research Associate for Google Life Sciences
Research Associate ORG
Google Life Sciences ORG
-----
Co-Founder at EduSeva Technologies
EduSeva Technologies ORG
-----
Associate Professor at Swansea University
Swansea University ORG
-----
Software Development Engineer at JUSPAY
-----
Researcher at Stanford University, Artificial Intelligence and Human-Computer Interaction
Stanford University ORG
Artificial Intelligence and Human-Computer Interaction ORG
-----
Post Doc at Cornell University
Post Doc PERSON
Cornell University ORG
-----
Sr. Lead Recruiter at Huawei Technologies, (R&D) and an expert in finding Purple Squirrel! (I am a Detective in the Web)
Lead Recruiter PERSON
Huawei Technologies ORG
Purple Squirrel FAC
-----
Research Scientist at FX Palo Alto Laboratory - Visualization & HCI; Design, code & research; Make your data live!
Research Scientist PERSON
FX Palo Alto Laboratory - Visualization & HCI ORG
Design ORG
-----
Software Engineer at Google
Software Engineer PERSON
Google ORG
-----
Senior Full Cycle Recruiter at Canonical Ltd.
-----
Principle Researcher & Architect in Big Data, AI and Machine Learning [hiring!]
Principle Researcher & Architect ORG
Big Data ORG
AI ORG
Machine ORG
-----
Solutions Architect at Shape Security
Solutions Architect ORG
-----
Computer Scientist, LiDAR Specialist, Common Sense Extractor, Geometry Compressor, Point Processor
Computer Scientist PERSON
LiDAR Specialist GPE
-----
Software Developer at salesforce.com
Software Developer PERSON
-----
Building the Economic Graph at LinkedIn
LinkedIn ORG
-----
Software Engineer
-----
Intern at Amazon
Amazon ORG
-----
Researcher at Indian Institute of Technology, Madras
Indian Institute of Technology ORG
-----
Software Engineer at Uber
Software Engineer PERSON
Uber GPE
-----
Senior Engineer at Qualcomm Research 
-----
Senior Software Engineer at LinkedIn
LinkedIn ORG
-----
Senior Software Engineer at Salesforce
-----
Software Engineer
-----
--
-----
Undergraduate Researcher at UC Davis | Computer Science Engineering, Mathematics
Undergraduate Researcher PERSON
UC ORG
-----
Research Scientist at Lawrence Berkeley National Laboratory
Research Scientist PERSON
Lawrence Berkeley National Laboratory ORG
-----
Senior Business Analyst
-----
Member of Technical Staff at Index
Technical Staff ORG
-----
Looking for new opportunities!
-----
Fundamentally changing data science. Ople.ai (Hiring) -- 
Deep Learning and Machine Learning Expert,
Advisor and Mentor
Ople.ai PERSON
Deep Learning PERSON
Machine Learning Expert ORG
-----
Professional Researcher at UC Davis
Professional Researcher ORG
UC ORG
-----
iOS@Uber
-----
Senior System Software Engineer at NVIDIA
NVIDIA ORG
-----
Doctoral Research Scholar at Periyar University
Doctoral Research Scholar ORG
Periyar University ORG
-----
Program Officer, Amrita Center for International Programs
Program Officer ORG
Amrita Center for International Programs ORG
-----
Senior Software Engineer at Google
Google ORG
-----
Software Developer at Cevo Australia
Software Developer PERSON
Cevo Australia ORG
-----
AWS DEVOPS Cloud Engineer at SecureTech360
Cloud Engineer PERSON
SecureTech360 ORG
-----
Software Engineer 2 at Microsoft
Microsoft ORG
-----
Computer Scientist at Lawrence Livermore National Laboratory
Computer Scientist PERSON
Lawrence Livermore National Laboratory FAC
-----
PhD Student at Georgia Tech
Georgia Tech ORG
-----
Director Of Data Science at Airbnb
Airbnb GPE
-----
student
-----
Associate Professor and Lab Director - Computational Neuroscience and Neurophysiology Labs at Amrita Vishwa Vidyapeetham
Neurophysiology Labs PERSON
Amrita Vishwa Vidyapeetham FAC
-----
Principal at Amrita School of Engineering
Amrita School of Engineering ORG
-----
Applied Scientist at Amazon
Applied Scientist PERSON
Amazon ORG
-----
Data Scientist, Certified AWS Solutions Architect at Joule Assets Inc.
Data Scientist PERSON
Certified AWS Solutions Architect ORG
Joule Assets Inc. ORG
-----
PhD Student at Scientific Computing and Imaging Institute
Scientific Computing ORG
Imaging Institute ORG
-----
Software Engineer at Google
Software Engineer PERSON
Google ORG
-----
Software Development Engineer II at Amazon
Amazon ORG
-----
Business Analytics at Quora
Business Analytics ORG
Quora GPE
-----
PhD Student at UC Davis
UC ORG
-----
Freelancing Data Visualization Designer
-----
Technology Analyst at Infosys
Infosys GPE
-----
Independent Accounting Professional
Independent Accounting Professional ORG
-----
Scientist at LBNL, Adjunct Professor at UCB
LBNL ORG
Adjunct ORG
UCB ORG
-----
Front-end Developer at tagMonkey
-----
Postdoctoral Researcher, Physics
Postdoctoral Researcher ORG
-----
Planner / Spatial Analyst at Calthorpe Analytics
Planner / Spatial Analyst ORG
Calthorpe Analytics ORG
-----
Post-doctoral Research Staff Member at Lawrence Livermore National Laboratory
Research Staff ORG
Lawrence Livermore National Laboratory FAC
-----
Data Scientist
-----
Cross Disciplinary (Economics, Data Science and Computer Science) Problem Solver
Cross Disciplinary (Economics ORG
Data Science and Computer Science ORG
-----
Intern, Computational Research Division (CRD) at Berkeley Lab
Intern ORG
Computational Research Division ORG
CRD ORG
Berkeley ORG
-----

import collections
sorted_location_data = sorted(locations.items(), key=lambda x: x[1], reverse=True)
sorted_location_data = sorted_location_data[:30]
sorted_location_data = collections.OrderedDict(sorted_location_data)
sorted_location_data


orgs = sorted(orgs.items(), key=lambda x: x[1], reverse=True)
orgs = orgs[:30]
orgs = collections.OrderedDict(orgs)
orgs

industry = sorted(industry.items(), key=lambda x: x[1], reverse=True)
industry = industry
industry = collections.OrderedDict(industry)
industry

OrderedDict([('Computer Software', 151),
             ('Research', 101),
             ('Internet', 46),
             ('Information Technology and Services', 43),
             ('Higher Education', 42),
             ('Staffing and Recruiting', 11),
             ('Education Management', 11),
             ('Human Resources', 9),
             ('Computer Networking', 8),
             ('Computer and Network Security', 6),
             ('Biotechnology', 6),
             ('Computer Hardware', 6),
             ('Consumer Electronics', 5),
             ('Marketing and Advertising', 4),
             ('Semiconductors', 3),
             ('Banking', 3),
             ('Mechanical or Industrial Engineering', 3),
             ('Market Research', 3),
             ('Architecture and Planning', 3),
             ('Design', 3),
             ('Renewables and Environment', 2),
             ('Entertainment', 2),
             ('Medical Device', 2),
             ('International Trade and Development', 2),
             ('Management Consulting', 2),
             ('Health, Wellness and Fitness', 2),
             ('Financial Services', 2),
             ('Telecommunications', 2),
             ('Wireless', 2),
             ('Photography', 1),
             ('Computer Games', 1),
             ('Media Production', 1),
             ('Real estate', 1),
             ('Online Publishing', 1),
             ('Professional Training', 1),
             ('Translation and Localization', 1),
             ('Venture Capital', 1),
             ('Writing and Editing', 1),
             ('Public Policy', 1),
             ('Security and Investigations', 1),
             ('Electrical and Electronic Manufacturing', 1),
             ('Utilities', 1),
             ('Defense and Space', 1),
             ('Accounting', 1)])
import seaborn as sns 
sns.set()

df = pd.DataFrame([(i,orgs[i]) for i in orgs.keys()], columns=["Company", "Connections"])
fig = plt.figure(figsize=(15,5))
ax = sns.barplot(x="Company", y="Connections" ,data=df)
plt.xticks(rotation=90)

(array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
        17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29]),
 <a list of 30 Text xticklabel objects>)
import seaborn as sns 
sns.set()

df = pd.DataFrame([(i,industry[i]) for i in industry.keys()], columns=["Company", "Connections"])
fig = plt.figure(figsize=(15,5))
ax = sns.barplot(x="Company", y="Connections" ,data=df)
plt.xticks(rotation=90)

(array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
        17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33,
        34, 35, 36, 37, 38, 39, 40, 41, 42, 43]),
 <a list of 44 Text xticklabel objects>)
import seaborn as sns 
sns.set()

df = pd.DataFrame([(i,sorted_location_data[i]) for i in sorted_location_data.keys()], columns=["Area", "Connections"])
fig = plt.figure(figsize=(15,5))
ax = sns.barplot(x="Area", y="Connections" ,data=df)
plt.xticks(rotation=90)

(array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
        17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29]),
 <a list of 30 Text xticklabel objects>)
 

 

 

 

 

# Machine Learning Working area prediction based on latent factors