What s New. Bernd Wiswedel KNIME KNIME AG. All Rights Reserved.
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1 What s New Bernd Wiswedel KNIME 2017 KNIME AG. All Rights Reserved.
2 Outline What s new presented in two use cases, presented by the team Questions/Discussions/Concerns: Find us! Demo booths in the registration area 2017 KNIME AG. All Rights Reserved. 2
3 What s new - Agenda Too much to show it all. Some highlights: Audio Processing Text Processing Analytics & Scripting KNIME Server Cloud Offerings Guided Analytics Use Case 1: IMDB Reviews Use Case 2: Census Data 2017 KNIME AG. All Rights Reserved. 3
4 KNIME Software Pieces Open Source Extensions KNIME Analytics Platform Community & Partner Extensions KNIME Server 2017 KNIME AG. All Rights Reserved. 4
5 What s new - Agenda Too much to show it all. Some highlights: Audio Processing Text Processing Analytics & Scripting KNIME Server Cloud Offerings Guided Analytics Use Case 1: IMDB Reviews Use Case 2: Census Data 2017 KNIME AG. All Rights Reserved. 5
6 KNIME as an Open (Source) Platform 2017 KNIME AG. All Rights Reserved. 6
7 KNIME Analytics Platform Source Code on GitHub Source Code available on GitHub & BitBucket Ongoing effort, enough to get started KNIME AG. All Rights Reserved. 7
8 SVN To Git Fun Facts Switched from SVN to Git earlier the year ~3 weeks conversion time (parallelized over 10 physical machines) Split into 70 repositories (60 open source) Code Base: ~20GB (includes text models, R, etc) ~1.7 Mio Lines of Code (open source only) 1500 integration tests per version (excl. unit tests) 2017 KNIME AG. All Rights Reserved. 8
9 KNIME Analytics Platform Nightly Builds Nightly Builds publicly available: 2017 KNIME AG. All Rights Reserved. 9
10 KNIME Personal Productivity free & open-source Part of the KNIME Analytics Platform 3.4 What is it? Workflow Diff Viewer Metanode Templates Workflow Linking ( Call Local Workflow ) Local Workflow Coach 2017 KNIME AG. All Rights Reserved. 10
11 KNIME Personal Productivity Workflow Diff 2017 KNIME AG. All Rights Reserved. 11
12 KNIME Personal Productivity Metanode Templates 2017 KNIME AG. All Rights Reserved. 12
13 KNIME Personal Productivity Workflow Linking Workflow Orchestration by calling out to other workflows 2017 KNIME AG. All Rights Reserved. 13
14 KNIME Personal Productivity free & open-source Part of the KNIME Analytics Platform 3.4 Big Data Extensions in December (3.5) 2017 KNIME AG. All Rights Reserved. 14
15 Speech Recognition Tobias Koetter 2017 KNIME AG. All Rights Reserved. 15
16 KNIME Audio Processing New audio cell type Listen to audio files within KNIME Extract acoustic features Speech recognition KNIME AG. All Rights Reserved. 16
17 Text Processing Kilian Thiel 2017 KNIME AG. All Rights Reserved. 17
18 Example Use Case Sentiment classification of movie reviews PDF parsing Feature vector creation Predictive modeling 2017 KNIME AG. All Rights Reserved. 18
19 Example Use Case Goal Build predictive models to predict sentiment labels of reviews, positive or negative. Ah, Moonwalker, I'm a huge Michael Jackson fan This film has a very simple but somehow very bad plot. Positive or negative? KNIME AG. All Rights Reserved. 19
20 Data Set The Large Movie Review Dataset v1.0 English movie reviews Associated sentiment labels positive and negative PDFs 1000 positive reviews 1000 negative reviews 2017 KNIME AG. All Rights Reserved. 20
21 Textprocessing Tika integration StanfordNLP NER Learner & Tagger nodes Document Vector Hashing Word2Vec integration 2017 KNIME AG. All Rights Reserved. 21
22 Analytics & Scripting Bernd Wiswedel 2017 KNIME AG. All Rights Reserved. 26
23 Analytics Logistic Regression - more options through new solver New Integrations more on this tomorrow DeepLearning via Keras H2O AI Platform 2017 KNIME AG. All Rights Reserved. 27
24 Scripting Python (Labs) Supports Python 3 Major Speedup Used for new DeepLearning Integration 2017 KNIME AG. All Rights Reserved. 28
25 Type Extensions in Java Snippet Java Snippet: Swiss Army knife for data manipulation Read/write support for 3 rd party types: SVG, XML, JSON, Images, Molecules, KNIME AG. All Rights Reserved. 29
26 Date & Time Handling Nodes revised Richer data types Timezone support Duration math 2017 KNIME AG. All Rights Reserved. 30
27 Three new helpers!! Generate a file path based on folder, file name and extension type Simple changes to string based variables... and for number variables as well KNIME AG. All Rights Reserved. 31
28 ... and now for something completely different Rosaria Silipo 2017 KNIME AG. All Rights Reserved. 32
29 E-Learning 2017 KNIME AG. All Rights Reserved. 33
30 Free E-Learning Course: Web Page Hands-on e-learning course Data Access, ETL, Analytics, Control Structures, Visualization Around 50 small units with exercises and with solutions on the EXAMPLES server Final exercises to test your knowledge! KNIME AG. All Rights Reserved
31 KNIME Course Slides now available as pdf 2017 KNIME AG. All Rights Reserved. 35
32 E-Books At the KNIME Press: KNIME AG. All Rights Reserved. 36
33 On-line Learning 2017 KNIME AG. All Rights Reserved. 37
34 On-line Courses On-Line Courses vs. On-Site Courses with Teacher First Experiment with Joe Porter s group in November/December Basic Course on KNIME Analytics Platform With Homework and Homework Correction Send us an education@knime.com 2017 KNIME AG. All Rights Reserved. 38
35 Webinars In 2018 Series of Webinars: Data Science Cycle Introduction to KNIME Analytics Platform Data Access Database Logistic Regression Ensemble Models Text Processing Keep an eye on our web site KNIME AG. All Rights Reserved. 39
36 KNIME AG. All Rights Reserved. 40
37 Learnathons Data Science Cycle: ETL, Model Training, Deployment Somewhere on WC Austin New York London Berlin Zurich Milan Sao Paulo 2017 KNIME AG. All Rights Reserved. 41
38 2017 KNIME AG. All Rights Reserved. 42
39 KNIME Server Jon Fuller 2017 KNIME AG. All Rights Reserved. 43
40 KNIME Software Pieces Open Source Extensions KNIME Analytics Platform Community & Partner Extensions KNIME Server 2017 KNIME AG. All Rights Reserved. 44
41 KNIME Server Shared Repositories Access Management Web Enablement Flexible Execution 2017 KNIME AG. All Rights Reserved. 45
42 Deploy to Server 2017 KNIME AG. All Rights Reserved. 46
43 Open in WebPortal 2017 KNIME AG. All Rights Reserved. 47
44 Authentication Authentication with LDAP/Active Directory. Single Sign On (SSO) with Kerberos 2017 KNIME AG. All Rights Reserved. 48
45 KNIME Server Admin made easy 2017 KNIME AG. All Rights Reserved. 49
46 KNIME in the Cloud Jon Fuller 2017 KNIME AG. All Rights Reserved. 50
47 Why cloud? Bring analytics to the data Work fast, work agile Pay for what you need New ways to work 2017 KNIME AG. All Rights Reserved. 51
48 Cloud Platforms AWS and Azure The two leaders in Cloud (see Gartner 2016) 2017 KNIME AG. All Rights Reserved. 52
49 KNIME Cloud Products (Marketplace) KNIME Cloud Analytics Platform KNIME Server (5-User) KNIME Server + Big Data Extensions (5-User) KNIME Server (+ Big Data Extensions) BYOL 2017 KNIME AG. All Rights Reserved. 53
50 KNIME Server in the Cloud 2017 KNIME AG. All Rights Reserved. 54
51 Cloud Connectors Enable working directly with data on the AWS or Azure clouds S3 Amazon S3 Blob Storage Microsoft Azure Blob storage SQL Server Azure SQL DB 2017 KNIME AG. All Rights Reserved. 55
52 KNIME Cloud Connectors Amazon S3/Azure Blob Storage: Save (large) unstructured data in the cloud Connect through KNIME s file handling nodes List Upload/Download Delete URL access 2017 KNIME AG. All Rights Reserved. 56
53 Cloud Connectors Workflow Example 2017 KNIME AG. All Rights Reserved. 57
54 Azure SQL Server Connector 2017 KNIME AG. All Rights Reserved. 58
55 More connectors: Amazon Redshift Fully managed data warehouse SQL interface Distributed and parallelized queries Amazon Redshift Amazon Redshift connector integrates seamlessly with existing KNIME Database connectors 2017 KNIME AG. All Rights Reserved. 59
56 Amazon Athena Serverless, interactive query service SQL interface Amazon Athena integrates seamlessly with existing KNIME Database connectors 2017 KNIME AG. All Rights Reserved. 60
57 Amazon Athena 2017 KNIME AG. All Rights Reserved. 61
58 S3/Blob Storage support for Spark Data Source Nodes 2017 KNIME AG. All Rights Reserved. 62
59 Cloud Resources Data storage MS Azure Blob Storage, Amazon S3 Databases Azure SQL Server, Amazon RDS (MySQL, PostgreSQL etc) Data warehouse Amazon Redshift, Amazon Athena, Azure SQL-DW Hadoop/Spark Azure HDInsight, Amazon EMR Azure HDInsight Azure Blob Store Amazon EMR Amazon S3 Amazon Redshift Azure SQL Server Amazon Athena 2017 KNIME AG. All Rights Reserved. 63
60 KNIME in the Cloud: Summary KNIME Analytics Platform available on Azure Marketplace KNIME Server available on Azure and AWS marketplaces Cloud connectors for S3, Blob Store, Azure SQL server 2017 KNIME AG. All Rights Reserved. 64
61 Guided Analytics Greg Landrum 2017 KNIME AG. All Rights Reserved. 65
62 Reminder of what we re talking about here Someone who needs data / analytics KNIME expert 2017 KNIME AG. All Rights Reserved. 66
63 What often happens Someone who needs data / analytics KNIME expert 2017 KNIME AG. All Rights Reserved. 67
64 What we d like to provide Someone who needs data / analytics Guided Analytics workflows KNIME expert 2017 KNIME AG. All Rights Reserved. 68
65 Guided Analytics workflows Enable people who are not KNIME experts to work with/explore/analyze/learn from data Typically deployed via KNIME WebPortal Heavy use of interactive JavaScript views for the user experience 2017 KNIME AG. All Rights Reserved. 69
66 Guided Analytics workflows Enable people who are not KNIME experts to work with/explore/analyze/learn from data Typically deployed via KNIME WebPortal Heavy use of interactive JavaScript views for the user experience Bonus for everyone: the JavaScript views that we re building for Guided Analytics are also really useful in normal KNIME workflows KNIME AG. All Rights Reserved. 70
67 So what s new? JavaScript Views: Parallel coordinates plot Table view Decision tree view Network view Stacked area chart Sunburst chart Interactivity: Selection and filtering Range filter widgets Linked views Accessing views in wrapped metanodes, composite view Layout editor 2017 KNIME AG. All Rights Reserved. 71
68 But let s start with a demo 2017 KNIME AG. All Rights Reserved. 72
69 The workflow behind the demo: Page 1 Page 3 Page KNIME AG. All Rights Reserved. 73
70 JavaScript Stacked Area Chart 2017 KNIME AG. All Rights Reserved. 84
71 JavaScript Network Visualization 2017 KNIME AG. All Rights Reserved. 85
72 JavaScript Sunburst Chart 2017 KNIME AG. All Rights Reserved. 86
73 (Short) Coffee Break - all of us KNIME AG. All Rights Reserved. 87
74 2017 KNIME AG. All Rights Reserved. The KNIME trademark and logo and OPEN FOR INNOVATION trademark are used by KNIME.com AG under license from KNIME GmbH, and are registered in the United States. KNIME is also registered in Germany. 88
What s Cooking. Bernd Wiswedel KNIME KNIME.com AG. All Rights Reserved.
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What s New. Bernd Wiswedel KNIME KNIME AG. All Rights Reserved.
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