Final create an app to perform intelligent searched on your data

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2. Anam Mahmood Developer Advocate, UAE Hashim Noor Client Specialist, UAE Create an App to Perform Intelligent Searches on your Data
3. Let’s get started  Sign up/Log in to your IBM Cloud Account: https://ibm.biz/BdqN5U  Follow along for the hands-on: ibm.biz/DiscoveryUi Get started at: https://ibm.biz/BdqN5U Create an App to perform Intelligent Searches on your Data / December 6, 2020 / © 2020 IBM Corporation
4. Agenda • Watson Discovery • Watson Discovery News • Smart Document Understanding • Market Challenges • Why Discovery • Discovery Pipeline • AI powered Insight Engine • Code Lab • Summary • Useful Resources Get started at: https://ibm.biz/BdqN5U Create an App to perform Intelligent Searches on your Data / December 6, 2020 / © 2020 IBM Corporation
5.  Watson discovery service is the insight engine of theWatson platform Watson Discovery Get started at: https://ibm.biz/BdqN5U Create an App to perform Intelligent Searches on your Data / December 6, 2020 / © 2020 IBM Corporation Source: https://www.themsphub.com/blog-use-intelligent-search-to-find-real-answers-with-less-effort-with-watson-discovery/
6. Cognitive Search Get started at: https://ibm.biz/BdqN5U Source: https://marionoioso.com/2019/04/10/cognitive-search/ Cognitive search makes use of AI algorithms such as NLP and NLU return search results Traditional searching techniques that make use of keywords. Create an App to perform Intelligent Searches on your Data / December 6, 2020 / © 2020 IBM Corporation
7. Watson Discovery Watson Discovery not only uses cognitive but also allows you to gather insights from your data which enables you to make better decisions. Source: https://www.ibm.com/watson/whitepaper/discovery/ Create an App to perform Intelligent Searches on your Data / December 6, 2020 / © 2020 IBM Corporation Get started at: https://ibm.biz/BdqN5U
8. 300,000 articles and blogs daily. Discovery News to query for insights. Watson Discovery News Get started at: https://ibm.biz/BdqN5U Create an App to perform Intelligent Searches on your Data / December 6, 2020 / © 2020 IBM Corporation Source:https://www.ibm.com/demos/live/watson-discovery/self-service/home
9. Smart Document Understanding Discover deeper insights by using extracted content in queries. Document formats supported: pdf, word, excel, PowerPoint, html, png, jpeg, and json Get started at: https://ibm.biz/BdqN5U Create an App to perform Intelligent Searches on your Data / December 6, 2020 / © 2020 IBM Corporation
10. Unstructured Data Specialized Knowledge Time Constraints 10 Market Challenges Get started at: https://ibm.biz/BdqN5U Create an App to perform Intelligent Searches on your Data / December 6, 2020 / © 2020 IBM Corporation
11. Domain Adaptation AI Ready for BusinessRapid Results 11 Why Discovery Get started at: https://ibm.biz/BdqN5U Create an App to perform Intelligent Searches on your Data / December 6, 2020 / © 2020 IBM Corporation
12. 12 Discovery Pipeline Get started at: https://ibm.biz/BdqN5U Create an App to perform Intelligent Searches on your Data / December 6, 2020 / © 2020 IBM Corporation
13. 13 AI Powered insight engine Delivers data to insights Structured Unstructured Sentiment Entities Concepts Queries Element Classification Document Understanding And More… Ingest Enrich Query Get started at: https://ibm.biz/BdqN5U Create an App to perform Intelligent Searches on your Data / December 6, 2020 / © 2020 IBM Corporation
14. Watson Discovery Enrichments Entity Extraction: Sentiment Analysis: Keyword Extraction: Returns items such as persons, places, and organizations that are present in the input text. Identifies attitude, opinions, or feelings in the content that is being analyzed. Important topics typically used to index or search the data. Create an App to perform Intelligent Searches on your Data / December 6, 2020 / © 2020 IBM Corporation Get started at: https://ibm.biz/BdqN5U Source: http://lucalli.com/enrichSource:https://www.kdnuggets.com/2018/03/5-things-sentiment-analysis-classification.html
15. Hands On  Sign up/Log in to your IBM Cloud Account: https://ibm.biz/BdqN5U  Follow along for the hands-on: ibm.biz/DiscoveryUi Get started at: https://ibm.biz/BdqN5U Create an App to perform Intelligent Searches on your Data / December 6, 2020 / © 2020 IBM Corporation
16. High level Overview Create an App to perform Intelligent Searches on your Data / December 6, 2020 / © 2020 IBM Corporation Get started at: https://ibm.biz/BdqN5U
17. The Digital – Nation Platform Your journey to get empowered with digital skills starts LEARN EARN BADGES INNOVATE FIND JOBS For Users in Africa: https://developer.ibm.com/digitalnation/africa For Users in Middle east: https://developer.ibm.com/digitalnation/arabia
18. Summary • Watson Discovery helps get insights from structured & unstructured data in no time • You can integrate Watson Discovery with other services like Watson Assistant, Cloud Functions & Cognos Analytics • Watson Discovery Workflow: Ingest, Enrich, Query. • Watson Discovery helps with several market challenges like time constraints, unstructured data, and specialized knowledge Get started at: https://ibm.biz/BdqN5U Create an App to perform Intelligent Searches on your Data / December 6, 2020 / © 2020 IBM Corporation
19. Useful Links  IBM Developer: http://developer.ibm.com/  Meetup: https://www.meetup.com/IBM-Cloud-MEA/  Watson Discovery News: https://www.ibm.com/demos/live/watson- discovery/self-service/home  Learning:  https://cognitiveclass.ai/  https://learn.ibm.com/ Get started at: https://ibm.biz/BdqN5U Create an App to perform Intelligent Searches on your Data / December 6, 2020 / © 2020 IBM Corporation
20. Thank you Anam Mahmood Developer Advocate, UAE Anam.Mahmood@ibm.com Hashim Noor Client Specialist, UAE Hashim.Noor1@ibm.com Create an App to perform Intelligent Searches on your Data / December 6, 2020 / © 2020 IBM Corporation https://www.surveymonkey.com/r/HVRXHQN

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Some of the current challenges businesses deal with include time constraints, unstructured data analysis, and the need for specialized knowledge. A large amount of manual work is necessary in addressing these problems.
With Discovery, however, businesses can successfully reduce the time it takes to build apps that extract value from structured and unstructured data …

Some of the benefits that Discovery includes are…
Automated ingestion: Discovery crawls, converts, enriches and normalizes data sets
Diverse content sources: Discovery offers bring your own data and other options, allowing you to securely explore proprietary content as well as free, pre-enriched third-party content (like news-–see bullet below) licensed public content, or combine them all
Pre-enriched third-party content, including Discovery News: Gain insights pre-enriched news content with our curated list of 200K news sources, constantly updated, ingested, enriched and available to you without any other effort.
So why Discovery?
Spend less time struggling with your data. Automated ingestion and integrated natural language processing in a fully managed cloud service removes the complexity from dealing with natural language content.

Easily adapt Discovery’s understanding of your corpus with integrated machine learning to surface the most relevant answers. Teach Discovery to apply the knowledge of unique entities and relations in your industry or organization with Watson Knowledge Studio.

Uncover deep connections throughout your data by using advanced AI functions out of the box, such as natural language queries, passage retrieval, relevancy training, relationship graphs, element classification and anomaly detection.

Discovery is able to provide rapid results, to adapt to any domain, and apply advanced AI functions out of the box.

Business personnel devote too much of their valuable time sifting through different data sources and documentation to find the information they need. Discovery helps address this problem and brings answers to the surface with greater speed. With a small amount of training, you can train and teach Discovery to apply the knowledge of your particular domain or industry to provide a more personalized and specific experience. Out of the box, Discovery is able to apply advanced AI functions such as natural language queries, passage retrieval, relevancy training, relationship graphs, element classification and anomaly detection.
The three steps to going from data to insights are ingest, enrich and query. Let’s drill down a bit.

Ingest is how you bring data into discovery. Discovery can incorporate data of different formats, from different sources and there are actually three ways in which you can ingest your data. For smaller document sets, you can use our UI/tooling interface to just drag and drop data into your Discovery instance. If you are pulling data from other cloud repositories, and want to automate ingestion, we have a very powerful set of APIs to bring in the data. Finally, if your data resides in an enterprise repository such as file systems, sharepoint, then you can ingest your data with our data crawler.

One of the key cool differentiators of Discovery compared to search engines that makes it intelligent is we just don’t bring data in, we make it smarter in the process. We do this by passing the data through a Natural Language Processing pipeline which extracts key meta data from the raw natural language data. This is what we refer to as enriching the data. We have three ways to enrich the data – using our foundational enrichments powered by Watson NLU that includes entities, relations, concepts, sentiment, keywords and so on. For compliance use cases, we have a special set of enrichments called element classification that extracts meta data from contractual documents. Finally for businesses that need very specialized meta data extraction in their use cases you can use custom annotation models trained on specific entities and relations by subject matter experts to do custom NLP.

Now you have ingested your data and enriched it. The third step is just now getting insights from that data. We offer several out of the box AI capabilities for you to get those insights without you having to dig deep. Our powerful query module can be used to do complex aggregated queries, filter queries – you can detect anomalies within a time series data, retrieve just relevant passages from your data or even use an underlying knowledge graph to power your analysis.
In order to understand how Watson Discovery refines the search results you first need to understand what are enrichments.
I won’t go into too much details about this…because we will be covering this in the demo however just briefly
You can think of enrichments like parameters by which the search results are narrowed down, and only the most relevant results are displayed.
For the purpose of this demo we will be leveraging only enrichments, however there are a lot more which you can use…you can learn all about enrichments from the link.
The 3 enrichments that we will cover today in the demo are:

Entity Extraction: basically means that you can retrieve search results which are related to a specific person, place or organization examples of entities can be IBM, NY etc.
Sentiment Analysis: mean what's the general tone of the results, is it positive or negative, e.g. news about IBM
Keywork extraction: This is simply searching according to the keywords mentioned in the query string.

Enrichments Link: https://cloud.ibm.com/docs/discovery?topic=discovery-configservice#adding-enrichments
More use-cases on Watson Discovery:
Prudential: 32% reduction in call volume at the call center within six months
Honda reduce the time required to understand the customer feedback by 80%
Grammy Awards analyzed over 18million articles and blogs and bios to produce bite-sized insights on hundreds of GRAMMY artists & celebrities
Finance professionals can search more than 1.5M tax documents with a more nartual and accurate interface
Crush bank created IT support application using to quickly find relevant technical support information increasing first time resolution
DXC.technology reduced the number of calls placed on hold by more than 50% by implementing an Agent Assist Solution
IBM Watson® Studio helps data scientists and analysts prepare data and build models at scale across any cloud.
In order to understand how Watson Discovery refines the search results you first need to understand what are enrichments.
I won’t go into too much details about this…because we will be covering this in the demo however just briefly
You can think of enrichments like parameters by which the search results are narrowed down, and only the most relevant results are displayed.
For the purpose of this demo we will be leveraging only enrichments, however there are a lot more which you can use…you can learn all about enrichments from the link.
The 3 enrichments that we will cover today in the demo are:

Entity Extraction: basically means that you can retrieve search results which are related to a specific person, place or organization examples of entities can be IBM, NY etc.
Sentiment Analysis: mean what's the general tone of the results, is it positive or negative, e.g. news about IBM
Keywork extraction: This is simply searching according to the keywords mentioned in the query string.

Link: https://cloud.ibm.com/docs/discovery?topic=discovery-configservice#adding-enrichments
Before we start with the webinar I want to tell you a little bit about our platform which is the IBM Digital Nation platform
IBM Digital Nation Africa is a self-paced learning and innovation platform which consists of 4 main features which are 1) Learn 2) Innovate 3) Earn Badges and 4) Find Jobs.

On our platform we offer a variety of courses which help your learn and apply the latest emerging technologies such as Cloud, AI, Data Science, etc.

But we do not just stop at theoretical learning, we also have a wide range of project based hands on courses, which will enable you to start building innovative solutions using the latest technologies.

On top of that, upon successfully completing every course you will be offered a digital badge which a verified proof of your achievement and learning. These digital badges can be shared on social media such as Facebook, twitter, LinkedIn etc. and are highly valued in the IT industry.

And last but not the least you can even look for jobs using the Digital Nation Africa platform. Our job advisor tool which is powered by IBM Watson will help you search for a job which is the most suited for your according to your skillset. It can also help you perform skill gap analysis and tell you what courses you need to take to further develop your skills.

Now with that being said, let me actually show you what the platform looks like, I will now switch from my power point presentation to the website of the IBM Digital Nation Africa platform.
…..

Here is it…this is the IBM Digital Nation Africa website. And as you can see on the home page are the 4 main features of the website which I discussed earlier.

If you scroll down a little you will be able to see the 3 main learning journeys the explorer, innovator and new collar.

The explorer section provides users with a series of short videos that are quick to learn, And it Introduces the users to the key emerging technologies and includes examples of how the technology is being used

The innovator allows users to create their own digital solution It starts with inspiring them by showcasing many examples of innovative digital solutions in the get inspired section followed by providing an introduction to the design thinking methodology in the design section, and then in the build section the users are introduced to short project-based use-case driven courses which they can leverage to build their own innovative solution.

Lastly the New-Collar section is designed to offer users, the ability to gain key digital skills which are in high demand in the workplace and are in line with the job roles such as Web Application developer, Cloud Developer, AI Analyst etc. This section also features our job advisor tool which helps you find jobs and perform skill gap analysis and based on that it will advise you on the available courses on the platform that you can add to your learning journey.

The website also features a chatbot which you can use to ask your questions and if you still have any questions you can click on the Live Chat button to chat with one of our live agents.

….

With that being said, let me go back my presentation and explain to you guys what Blockchain is…However, before that. Before we start talking about Blockchain I want to tell you guys a little bit about what a ledger is and how transactions and the exchange of goods and services is documented.

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