SlideShare a Scribd company logo
From Words to Wisdom:
Unleashing the Potential of Language Models
for Human-Centered Data Exploration
NewMR Webinar August 2023
Paul Watts
Director, Product Management at Forsta
Sponsors
From words to wisdom:
Unleashing the potential of Large Language Models (LLMs)
for human-centred data exploration
Paul Watts, Product Director AI and ML, Forsta
August 2023
Supporting the human
vs.
Replacing the human
AI = Augmented Intelligence?
5
© 2023 Forsta. All rights reserved.
Challenge plausibility using
your own expertise
(or you may end up in a pickle!)
AI and ML use cases for Insights teams
6
Gather
– Conversational
surveys
– Response quality
(e.g. Fraud)
– Survey Design
Analyse
– Theme prediction
– Signal Detection
– NLP/Text Analytics
Visualize
– Exploratory analysis
– Summarization and
report generation
Act
– Recommended
actions
© 2023 Forsta. All rights reserved.
Example:
Assisted response generation
7
© 2023 Forsta. All rights reserved.
The art and science of prompt engineering
vs.
WHAT you ask and HOW you ask matters
8
© 2023 Forsta. All rights reserved.
Using AI and ML for exploratory analysis
ML/AI technologies used:
– LLM Prompt Design and
Tuning
– Text-to-SQL
– Text Similarity
– Text Summarization
Goal: Generate qualitative and quantitative
insights by asking questions in a human manner
9
© 2023 Forsta. All rights reserved.
Describe what you’d like to see…
Show the breakdown of responses from men vs women for 2022
Press Ctrl+Enter to apply
Visualize & Summarize
Returning vizualisations from a natural language question
10
© 2023 Forsta. All rights reserved.
Comment segmentation and summaries
11
© 2023 Forsta. All rights reserved.
Model innovation
We are still at the start of the journey…
Legislation and privacy Domain-specific applications
© 2023 Forsta. All rights reserved. a PGForsta company. 12
From words to wisdom:
Unleashing the potential of Large Language Models (LLMs)
for human-centred data exploration
Paul Watts, Product Director AI and ML, Forsta
August 2023
Q & A
Ray Poynter
NewMR
Paul Watts
Forsta
Sponsors

More Related Content

Similar to From Words to Wisdom: Unleashing the Potential of Language Models for Human-Centered Data Exploration

State of AI Report 2023 - Air Street Capital
State of AI Report 2023 - Air Street CapitalState of AI Report 2023 - Air Street Capital
State of AI Report 2023 - Air Street Capital
AI Geek (wishesh)
 
arbar https://www.slideshare.net/Solutionman/charles-caldwell-improve-your-li...
arbar https://www.slideshare.net/Solutionman/charles-caldwell-improve-your-li...arbar https://www.slideshare.net/Solutionman/charles-caldwell-improve-your-li...
arbar https://www.slideshare.net/Solutionman/charles-caldwell-improve-your-li...
SOLTUIONSpeople, THINKubators, THINKathons
 
Barbar Bahatti - Harnessing the Power of LLMs.pdf
Barbar Bahatti - Harnessing the Power of LLMs.pdfBarbar Bahatti - Harnessing the Power of LLMs.pdf
Barbar Bahatti - Harnessing the Power of LLMs.pdf
SOLTUIONSpeople, THINKubators, THINKathons
 
Make your conversations effortless and engaging with ChatGPT | The Knowledge...
Make your conversations effortless and engaging with ChatGPT  | The Knowledge...Make your conversations effortless and engaging with ChatGPT  | The Knowledge...
Make your conversations effortless and engaging with ChatGPT | The Knowledge...
The Knowledge Academy
 
Artificial Intelligence Research
Artificial Intelligence ResearchArtificial Intelligence Research
Artificial Intelligence Research
NigarAlishzade
 
ChatGPT PPT
ChatGPT PPTChatGPT PPT
ChatGPT PPT
Pallavi Lata
 
Knowledge Graphs and Generative AI_GraphSummit Minneapolis Sept 20.pptx
Knowledge Graphs and Generative AI_GraphSummit Minneapolis Sept 20.pptxKnowledge Graphs and Generative AI_GraphSummit Minneapolis Sept 20.pptx
Knowledge Graphs and Generative AI_GraphSummit Minneapolis Sept 20.pptx
Neo4j
 
ChatGPT: A Revolutionary Chatbot.....pptx
ChatGPT: A Revolutionary Chatbot.....pptxChatGPT: A Revolutionary Chatbot.....pptx
ChatGPT: A Revolutionary Chatbot.....pptx
AmandeepKaur167084
 
How to supervise a thesis in NLP in the ChatGPT era? By Laure Soulier
How to supervise a thesis in NLP in the ChatGPT era? By Laure SoulierHow to supervise a thesis in NLP in the ChatGPT era? By Laure Soulier
How to supervise a thesis in NLP in the ChatGPT era? By Laure Soulier
Paris Women in Machine Learning and Data Science
 
The Rise Of ChatGPT_ Advancements In AI-Language Model Technology.pdf
The Rise Of ChatGPT_ Advancements In AI-Language Model Technology.pdfThe Rise Of ChatGPT_ Advancements In AI-Language Model Technology.pdf
The Rise Of ChatGPT_ Advancements In AI-Language Model Technology.pdf
Lucas Lagone
 
AI生成工具的新衝擊 - MS Bing & Google Bard 能否挑戰ChatGPT-4領導地位
AI生成工具的新衝擊 - MS Bing & Google Bard 能否挑戰ChatGPT-4領導地位AI生成工具的新衝擊 - MS Bing & Google Bard 能否挑戰ChatGPT-4領導地位
AI生成工具的新衝擊 - MS Bing & Google Bard 能否挑戰ChatGPT-4領導地位
eLearning Consortium 電子學習聯盟
 
What Are Foundation Models.pdf
What Are Foundation Models.pdfWhat Are Foundation Models.pdf
What Are Foundation Models.pdf
Ciente
 
unleshing the the Power Azure Open AI - MCT Summit middle east 2024 Riyhad.pptx
unleshing the the Power Azure Open AI - MCT Summit middle east 2024 Riyhad.pptxunleshing the the Power Azure Open AI - MCT Summit middle east 2024 Riyhad.pptx
unleshing the the Power Azure Open AI - MCT Summit middle east 2024 Riyhad.pptx
Usama Wahab Khan Cloud, Data and AI
 
Generative AI leverages algorithms to create various forms of content
Generative AI leverages algorithms to create various forms of contentGenerative AI leverages algorithms to create various forms of content
Generative AI leverages algorithms to create various forms of content
Hitesh Mohapatra
 
Copy of State of AI Report 2023 - ONLINE.pptx
Copy of State of AI Report 2023 - ONLINE.pptxCopy of State of AI Report 2023 - ONLINE.pptx
Copy of State of AI Report 2023 - ONLINE.pptx
mpower4ru
 
State of Artificial intelligence Report 2023
State of Artificial intelligence Report 2023State of Artificial intelligence Report 2023
State of Artificial intelligence Report 2023
kuntobimo2016
 
State of AI Report 2023 - ONLINE presentation
State of AI Report 2023 - ONLINE presentationState of AI Report 2023 - ONLINE presentation
State of AI Report 2023 - ONLINE presentation
ssuser2750ef
 
chatgpt seminar ppt.pptx
chatgpt seminar ppt.pptxchatgpt seminar ppt.pptx
chatgpt seminar ppt.pptx
AltafSMT
 
chatgpt seminar ppt.pptx
chatgpt seminar ppt.pptxchatgpt seminar ppt.pptx
chatgpt seminar ppt.pptx
AltafSMT
 
Crafting Your Customized Legal Mastery: A Guide to Building Your Private LLM
Crafting Your Customized Legal Mastery: A Guide to Building Your Private LLMCrafting Your Customized Legal Mastery: A Guide to Building Your Private LLM
Crafting Your Customized Legal Mastery: A Guide to Building Your Private LLM
ChristopherTHyatt
 

Similar to From Words to Wisdom: Unleashing the Potential of Language Models for Human-Centered Data Exploration (20)

State of AI Report 2023 - Air Street Capital
State of AI Report 2023 - Air Street CapitalState of AI Report 2023 - Air Street Capital
State of AI Report 2023 - Air Street Capital
 
arbar https://www.slideshare.net/Solutionman/charles-caldwell-improve-your-li...
arbar https://www.slideshare.net/Solutionman/charles-caldwell-improve-your-li...arbar https://www.slideshare.net/Solutionman/charles-caldwell-improve-your-li...
arbar https://www.slideshare.net/Solutionman/charles-caldwell-improve-your-li...
 
Barbar Bahatti - Harnessing the Power of LLMs.pdf
Barbar Bahatti - Harnessing the Power of LLMs.pdfBarbar Bahatti - Harnessing the Power of LLMs.pdf
Barbar Bahatti - Harnessing the Power of LLMs.pdf
 
Make your conversations effortless and engaging with ChatGPT | The Knowledge...
Make your conversations effortless and engaging with ChatGPT  | The Knowledge...Make your conversations effortless and engaging with ChatGPT  | The Knowledge...
Make your conversations effortless and engaging with ChatGPT | The Knowledge...
 
Artificial Intelligence Research
Artificial Intelligence ResearchArtificial Intelligence Research
Artificial Intelligence Research
 
ChatGPT PPT
ChatGPT PPTChatGPT PPT
ChatGPT PPT
 
Knowledge Graphs and Generative AI_GraphSummit Minneapolis Sept 20.pptx
Knowledge Graphs and Generative AI_GraphSummit Minneapolis Sept 20.pptxKnowledge Graphs and Generative AI_GraphSummit Minneapolis Sept 20.pptx
Knowledge Graphs and Generative AI_GraphSummit Minneapolis Sept 20.pptx
 
ChatGPT: A Revolutionary Chatbot.....pptx
ChatGPT: A Revolutionary Chatbot.....pptxChatGPT: A Revolutionary Chatbot.....pptx
ChatGPT: A Revolutionary Chatbot.....pptx
 
How to supervise a thesis in NLP in the ChatGPT era? By Laure Soulier
How to supervise a thesis in NLP in the ChatGPT era? By Laure SoulierHow to supervise a thesis in NLP in the ChatGPT era? By Laure Soulier
How to supervise a thesis in NLP in the ChatGPT era? By Laure Soulier
 
The Rise Of ChatGPT_ Advancements In AI-Language Model Technology.pdf
The Rise Of ChatGPT_ Advancements In AI-Language Model Technology.pdfThe Rise Of ChatGPT_ Advancements In AI-Language Model Technology.pdf
The Rise Of ChatGPT_ Advancements In AI-Language Model Technology.pdf
 
AI生成工具的新衝擊 - MS Bing & Google Bard 能否挑戰ChatGPT-4領導地位
AI生成工具的新衝擊 - MS Bing & Google Bard 能否挑戰ChatGPT-4領導地位AI生成工具的新衝擊 - MS Bing & Google Bard 能否挑戰ChatGPT-4領導地位
AI生成工具的新衝擊 - MS Bing & Google Bard 能否挑戰ChatGPT-4領導地位
 
What Are Foundation Models.pdf
What Are Foundation Models.pdfWhat Are Foundation Models.pdf
What Are Foundation Models.pdf
 
unleshing the the Power Azure Open AI - MCT Summit middle east 2024 Riyhad.pptx
unleshing the the Power Azure Open AI - MCT Summit middle east 2024 Riyhad.pptxunleshing the the Power Azure Open AI - MCT Summit middle east 2024 Riyhad.pptx
unleshing the the Power Azure Open AI - MCT Summit middle east 2024 Riyhad.pptx
 
Generative AI leverages algorithms to create various forms of content
Generative AI leverages algorithms to create various forms of contentGenerative AI leverages algorithms to create various forms of content
Generative AI leverages algorithms to create various forms of content
 
Copy of State of AI Report 2023 - ONLINE.pptx
Copy of State of AI Report 2023 - ONLINE.pptxCopy of State of AI Report 2023 - ONLINE.pptx
Copy of State of AI Report 2023 - ONLINE.pptx
 
State of Artificial intelligence Report 2023
State of Artificial intelligence Report 2023State of Artificial intelligence Report 2023
State of Artificial intelligence Report 2023
 
State of AI Report 2023 - ONLINE presentation
State of AI Report 2023 - ONLINE presentationState of AI Report 2023 - ONLINE presentation
State of AI Report 2023 - ONLINE presentation
 
chatgpt seminar ppt.pptx
chatgpt seminar ppt.pptxchatgpt seminar ppt.pptx
chatgpt seminar ppt.pptx
 
chatgpt seminar ppt.pptx
chatgpt seminar ppt.pptxchatgpt seminar ppt.pptx
chatgpt seminar ppt.pptx
 
Crafting Your Customized Legal Mastery: A Guide to Building Your Private LLM
Crafting Your Customized Legal Mastery: A Guide to Building Your Private LLMCrafting Your Customized Legal Mastery: A Guide to Building Your Private LLM
Crafting Your Customized Legal Mastery: A Guide to Building Your Private LLM
 

More from Ray Poynter

The State of AI in Insights and Research 2024: Results and Findings
The State of AI in Insights and Research 2024: Results and FindingsThe State of AI in Insights and Research 2024: Results and Findings
The State of AI in Insights and Research 2024: Results and Findings
Ray Poynter
 
ResearchWiseAI - an artificial intelligence driven research data analysis tool
ResearchWiseAI - an artificial intelligence driven research data analysis toolResearchWiseAI - an artificial intelligence driven research data analysis tool
ResearchWiseAI - an artificial intelligence driven research data analysis tool
Ray Poynter
 
AI-powered interviewing: Best practices from Yasna
AI-powered interviewing: Best practices from YasnaAI-powered interviewing: Best practices from Yasna
AI-powered interviewing: Best practices from Yasna
Ray Poynter
 
Artificial Intelligence and Qual: The Story So Far
Artificial Intelligence and Qual: The Story So FarArtificial Intelligence and Qual: The Story So Far
Artificial Intelligence and Qual: The Story So Far
Ray Poynter
 
State of Research Insights in Q1, 2024 from NewMR
State of Research Insights in Q1, 2024 from NewMRState of Research Insights in Q1, 2024 from NewMR
State of Research Insights in Q1, 2024 from NewMR
Ray Poynter
 
Sudden Death of Beliefs
Sudden Death of BeliefsSudden Death of Beliefs
Sudden Death of Beliefs
Ray Poynter
 
Uncovering Consumers’ Hidden Narratives
Uncovering Consumers’ Hidden NarrativesUncovering Consumers’ Hidden Narratives
Uncovering Consumers’ Hidden Narratives
Ray Poynter
 
Narrative Exploration of New Categories at Mondelēz
Narrative Exploration of New Categories at MondelēzNarrative Exploration of New Categories at Mondelēz
Narrative Exploration of New Categories at Mondelēz
Ray Poynter
 
The Future in Focus
The Future in FocusThe Future in Focus
The Future in Focus
Ray Poynter
 
The Future in Focus
The Future in FocusThe Future in Focus
The Future in Focus
Ray Poynter
 
The State of Insights – September 2023
The State of Insights – September 2023The State of Insights – September 2023
The State of Insights – September 2023
Ray Poynter
 
Research Thinking in the age of AI
Research Thinking in the age of AIResearch Thinking in the age of AI
Research Thinking in the age of AI
Ray Poynter
 
How might AI impact Research and Insights over the next two years?
How might AI impact Research and Insights over the next two years?How might AI impact Research and Insights over the next two years?
How might AI impact Research and Insights over the next two years?
Ray Poynter
 
ChatGPT for Social Media Listening: practical application with YouScan’s Insi...
ChatGPT for Social Media Listening: practical application with YouScan’s Insi...ChatGPT for Social Media Listening: practical application with YouScan’s Insi...
ChatGPT for Social Media Listening: practical application with YouScan’s Insi...
Ray Poynter
 
Using Generative AI to Assess the Quality of Open-Ended Responses in Surveys
Using Generative AI to Assess the Quality of Open-Ended Responses in SurveysUsing Generative AI to Assess the Quality of Open-Ended Responses in Surveys
Using Generative AI to Assess the Quality of Open-Ended Responses in Surveys
Ray Poynter
 
Exploring the future of verbatim coding with ChatGPT
Exploring the future of verbatim coding with ChatGPTExploring the future of verbatim coding with ChatGPT
Exploring the future of verbatim coding with ChatGPT
Ray Poynter
 
Using Generative AI to bring Qualitative Capabilities to Quantitative Surveys
Using Generative AI to bring Qualitative Capabilities to Quantitative SurveysUsing Generative AI to bring Qualitative Capabilities to Quantitative Surveys
Using Generative AI to bring Qualitative Capabilities to Quantitative Surveys
Ray Poynter
 
How AI / ChatGPT Drives Business Growth
How AI / ChatGPT Drives Business GrowthHow AI / ChatGPT Drives Business Growth
How AI / ChatGPT Drives Business Growth
Ray Poynter
 
Tech for tech’s sake? Learnings from experiments with AI in consumer research
Tech for tech’s sake? Learnings from experiments with AI in consumer researchTech for tech’s sake? Learnings from experiments with AI in consumer research
Tech for tech’s sake? Learnings from experiments with AI in consumer research
Ray Poynter
 
Using Word Cloud Plus to Code Open Ended Text
Using Word Cloud Plus to Code Open Ended TextUsing Word Cloud Plus to Code Open Ended Text
Using Word Cloud Plus to Code Open Ended Text
Ray Poynter
 

More from Ray Poynter (20)

The State of AI in Insights and Research 2024: Results and Findings
The State of AI in Insights and Research 2024: Results and FindingsThe State of AI in Insights and Research 2024: Results and Findings
The State of AI in Insights and Research 2024: Results and Findings
 
ResearchWiseAI - an artificial intelligence driven research data analysis tool
ResearchWiseAI - an artificial intelligence driven research data analysis toolResearchWiseAI - an artificial intelligence driven research data analysis tool
ResearchWiseAI - an artificial intelligence driven research data analysis tool
 
AI-powered interviewing: Best practices from Yasna
AI-powered interviewing: Best practices from YasnaAI-powered interviewing: Best practices from Yasna
AI-powered interviewing: Best practices from Yasna
 
Artificial Intelligence and Qual: The Story So Far
Artificial Intelligence and Qual: The Story So FarArtificial Intelligence and Qual: The Story So Far
Artificial Intelligence and Qual: The Story So Far
 
State of Research Insights in Q1, 2024 from NewMR
State of Research Insights in Q1, 2024 from NewMRState of Research Insights in Q1, 2024 from NewMR
State of Research Insights in Q1, 2024 from NewMR
 
Sudden Death of Beliefs
Sudden Death of BeliefsSudden Death of Beliefs
Sudden Death of Beliefs
 
Uncovering Consumers’ Hidden Narratives
Uncovering Consumers’ Hidden NarrativesUncovering Consumers’ Hidden Narratives
Uncovering Consumers’ Hidden Narratives
 
Narrative Exploration of New Categories at Mondelēz
Narrative Exploration of New Categories at MondelēzNarrative Exploration of New Categories at Mondelēz
Narrative Exploration of New Categories at Mondelēz
 
The Future in Focus
The Future in FocusThe Future in Focus
The Future in Focus
 
The Future in Focus
The Future in FocusThe Future in Focus
The Future in Focus
 
The State of Insights – September 2023
The State of Insights – September 2023The State of Insights – September 2023
The State of Insights – September 2023
 
Research Thinking in the age of AI
Research Thinking in the age of AIResearch Thinking in the age of AI
Research Thinking in the age of AI
 
How might AI impact Research and Insights over the next two years?
How might AI impact Research and Insights over the next two years?How might AI impact Research and Insights over the next two years?
How might AI impact Research and Insights over the next two years?
 
ChatGPT for Social Media Listening: practical application with YouScan’s Insi...
ChatGPT for Social Media Listening: practical application with YouScan’s Insi...ChatGPT for Social Media Listening: practical application with YouScan’s Insi...
ChatGPT for Social Media Listening: practical application with YouScan’s Insi...
 
Using Generative AI to Assess the Quality of Open-Ended Responses in Surveys
Using Generative AI to Assess the Quality of Open-Ended Responses in SurveysUsing Generative AI to Assess the Quality of Open-Ended Responses in Surveys
Using Generative AI to Assess the Quality of Open-Ended Responses in Surveys
 
Exploring the future of verbatim coding with ChatGPT
Exploring the future of verbatim coding with ChatGPTExploring the future of verbatim coding with ChatGPT
Exploring the future of verbatim coding with ChatGPT
 
Using Generative AI to bring Qualitative Capabilities to Quantitative Surveys
Using Generative AI to bring Qualitative Capabilities to Quantitative SurveysUsing Generative AI to bring Qualitative Capabilities to Quantitative Surveys
Using Generative AI to bring Qualitative Capabilities to Quantitative Surveys
 
How AI / ChatGPT Drives Business Growth
How AI / ChatGPT Drives Business GrowthHow AI / ChatGPT Drives Business Growth
How AI / ChatGPT Drives Business Growth
 
Tech for tech’s sake? Learnings from experiments with AI in consumer research
Tech for tech’s sake? Learnings from experiments with AI in consumer researchTech for tech’s sake? Learnings from experiments with AI in consumer research
Tech for tech’s sake? Learnings from experiments with AI in consumer research
 
Using Word Cloud Plus to Code Open Ended Text
Using Word Cloud Plus to Code Open Ended TextUsing Word Cloud Plus to Code Open Ended Text
Using Word Cloud Plus to Code Open Ended Text
 

Recently uploaded

BÀI TẬP BỔ TRỢ TIẾNG ANH LỚP 9 CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC 2024-2025 - ...
BÀI TẬP BỔ TRỢ TIẾNG ANH LỚP 9 CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC 2024-2025 - ...BÀI TẬP BỔ TRỢ TIẾNG ANH LỚP 9 CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC 2024-2025 - ...
BÀI TẬP BỔ TRỢ TIẾNG ANH LỚP 9 CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC 2024-2025 - ...
Nguyen Thanh Tu Collection
 
LAND USE LAND COVER AND NDVI OF MIRZAPUR DISTRICT, UP
LAND USE LAND COVER AND NDVI OF MIRZAPUR DISTRICT, UPLAND USE LAND COVER AND NDVI OF MIRZAPUR DISTRICT, UP
LAND USE LAND COVER AND NDVI OF MIRZAPUR DISTRICT, UP
RAHUL
 
math operations ued in python and all used
math operations ued in python and all usedmath operations ued in python and all used
math operations ued in python and all used
ssuser13ffe4
 
Pengantar Penggunaan Flutter - Dart programming language1.pptx
Pengantar Penggunaan Flutter - Dart programming language1.pptxPengantar Penggunaan Flutter - Dart programming language1.pptx
Pengantar Penggunaan Flutter - Dart programming language1.pptx
Fajar Baskoro
 
A Independência da América Espanhola LAPBOOK.pdf
A Independência da América Espanhola LAPBOOK.pdfA Independência da América Espanhola LAPBOOK.pdf
A Independência da América Espanhola LAPBOOK.pdf
Jean Carlos Nunes Paixão
 
How to deliver Powerpoint Presentations.pptx
How to deliver Powerpoint  Presentations.pptxHow to deliver Powerpoint  Presentations.pptx
How to deliver Powerpoint Presentations.pptx
HajraNaeem15
 
The History of Stoke Newington Street Names
The History of Stoke Newington Street NamesThe History of Stoke Newington Street Names
The History of Stoke Newington Street Names
History of Stoke Newington
 
Benner "Expanding Pathways to Publishing Careers"
Benner "Expanding Pathways to Publishing Careers"Benner "Expanding Pathways to Publishing Careers"
Benner "Expanding Pathways to Publishing Careers"
National Information Standards Organization (NISO)
 
Standardized tool for Intelligence test.
Standardized tool for Intelligence test.Standardized tool for Intelligence test.
Standardized tool for Intelligence test.
deepaannamalai16
 
BÀI TẬP DẠY THÊM TIẾNG ANH LỚP 7 CẢ NĂM FRIENDS PLUS SÁCH CHÂN TRỜI SÁNG TẠO ...
BÀI TẬP DẠY THÊM TIẾNG ANH LỚP 7 CẢ NĂM FRIENDS PLUS SÁCH CHÂN TRỜI SÁNG TẠO ...BÀI TẬP DẠY THÊM TIẾNG ANH LỚP 7 CẢ NĂM FRIENDS PLUS SÁCH CHÂN TRỜI SÁNG TẠO ...
BÀI TẬP DẠY THÊM TIẾNG ANH LỚP 7 CẢ NĂM FRIENDS PLUS SÁCH CHÂN TRỜI SÁNG TẠO ...
Nguyen Thanh Tu Collection
 
Walmart Business+ and Spark Good for Nonprofits.pdf
Walmart Business+ and Spark Good for Nonprofits.pdfWalmart Business+ and Spark Good for Nonprofits.pdf
Walmart Business+ and Spark Good for Nonprofits.pdf
TechSoup
 
Film vocab for eal 3 students: Australia the movie
Film vocab for eal 3 students: Australia the movieFilm vocab for eal 3 students: Australia the movie
Film vocab for eal 3 students: Australia the movie
Nicholas Montgomery
 
What is Digital Literacy? A guest blog from Andy McLaughlin, University of Ab...
What is Digital Literacy? A guest blog from Andy McLaughlin, University of Ab...What is Digital Literacy? A guest blog from Andy McLaughlin, University of Ab...
What is Digital Literacy? A guest blog from Andy McLaughlin, University of Ab...
GeorgeMilliken2
 
Philippine Edukasyong Pantahanan at Pangkabuhayan (EPP) Curriculum
Philippine Edukasyong Pantahanan at Pangkabuhayan (EPP) CurriculumPhilippine Edukasyong Pantahanan at Pangkabuhayan (EPP) Curriculum
Philippine Edukasyong Pantahanan at Pangkabuhayan (EPP) Curriculum
MJDuyan
 
writing about opinions about Australia the movie
writing about opinions about Australia the moviewriting about opinions about Australia the movie
writing about opinions about Australia the movie
Nicholas Montgomery
 
Chapter wise All Notes of First year Basic Civil Engineering.pptx
Chapter wise All Notes of First year Basic Civil Engineering.pptxChapter wise All Notes of First year Basic Civil Engineering.pptx
Chapter wise All Notes of First year Basic Civil Engineering.pptx
Denish Jangid
 
Electric Fetus - Record Store Scavenger Hunt
Electric Fetus - Record Store Scavenger HuntElectric Fetus - Record Store Scavenger Hunt
Electric Fetus - Record Store Scavenger Hunt
RamseyBerglund
 
B. Ed Syllabus for babasaheb ambedkar education university.pdf
B. Ed Syllabus for babasaheb ambedkar education university.pdfB. Ed Syllabus for babasaheb ambedkar education university.pdf
B. Ed Syllabus for babasaheb ambedkar education university.pdf
BoudhayanBhattachari
 
مصحف القراءات العشر أعد أحرف الخلاف سمير بسيوني.pdf
مصحف القراءات العشر   أعد أحرف الخلاف سمير بسيوني.pdfمصحف القراءات العشر   أعد أحرف الخلاف سمير بسيوني.pdf
مصحف القراءات العشر أعد أحرف الخلاف سمير بسيوني.pdf
سمير بسيوني
 
Beyond Degrees - Empowering the Workforce in the Context of Skills-First.pptx
Beyond Degrees - Empowering the Workforce in the Context of Skills-First.pptxBeyond Degrees - Empowering the Workforce in the Context of Skills-First.pptx
Beyond Degrees - Empowering the Workforce in the Context of Skills-First.pptx
EduSkills OECD
 

Recently uploaded (20)

BÀI TẬP BỔ TRỢ TIẾNG ANH LỚP 9 CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC 2024-2025 - ...
BÀI TẬP BỔ TRỢ TIẾNG ANH LỚP 9 CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC 2024-2025 - ...BÀI TẬP BỔ TRỢ TIẾNG ANH LỚP 9 CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC 2024-2025 - ...
BÀI TẬP BỔ TRỢ TIẾNG ANH LỚP 9 CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC 2024-2025 - ...
 
LAND USE LAND COVER AND NDVI OF MIRZAPUR DISTRICT, UP
LAND USE LAND COVER AND NDVI OF MIRZAPUR DISTRICT, UPLAND USE LAND COVER AND NDVI OF MIRZAPUR DISTRICT, UP
LAND USE LAND COVER AND NDVI OF MIRZAPUR DISTRICT, UP
 
math operations ued in python and all used
math operations ued in python and all usedmath operations ued in python and all used
math operations ued in python and all used
 
Pengantar Penggunaan Flutter - Dart programming language1.pptx
Pengantar Penggunaan Flutter - Dart programming language1.pptxPengantar Penggunaan Flutter - Dart programming language1.pptx
Pengantar Penggunaan Flutter - Dart programming language1.pptx
 
A Independência da América Espanhola LAPBOOK.pdf
A Independência da América Espanhola LAPBOOK.pdfA Independência da América Espanhola LAPBOOK.pdf
A Independência da América Espanhola LAPBOOK.pdf
 
How to deliver Powerpoint Presentations.pptx
How to deliver Powerpoint  Presentations.pptxHow to deliver Powerpoint  Presentations.pptx
How to deliver Powerpoint Presentations.pptx
 
The History of Stoke Newington Street Names
The History of Stoke Newington Street NamesThe History of Stoke Newington Street Names
The History of Stoke Newington Street Names
 
Benner "Expanding Pathways to Publishing Careers"
Benner "Expanding Pathways to Publishing Careers"Benner "Expanding Pathways to Publishing Careers"
Benner "Expanding Pathways to Publishing Careers"
 
Standardized tool for Intelligence test.
Standardized tool for Intelligence test.Standardized tool for Intelligence test.
Standardized tool for Intelligence test.
 
BÀI TẬP DẠY THÊM TIẾNG ANH LỚP 7 CẢ NĂM FRIENDS PLUS SÁCH CHÂN TRỜI SÁNG TẠO ...
BÀI TẬP DẠY THÊM TIẾNG ANH LỚP 7 CẢ NĂM FRIENDS PLUS SÁCH CHÂN TRỜI SÁNG TẠO ...BÀI TẬP DẠY THÊM TIẾNG ANH LỚP 7 CẢ NĂM FRIENDS PLUS SÁCH CHÂN TRỜI SÁNG TẠO ...
BÀI TẬP DẠY THÊM TIẾNG ANH LỚP 7 CẢ NĂM FRIENDS PLUS SÁCH CHÂN TRỜI SÁNG TẠO ...
 
Walmart Business+ and Spark Good for Nonprofits.pdf
Walmart Business+ and Spark Good for Nonprofits.pdfWalmart Business+ and Spark Good for Nonprofits.pdf
Walmart Business+ and Spark Good for Nonprofits.pdf
 
Film vocab for eal 3 students: Australia the movie
Film vocab for eal 3 students: Australia the movieFilm vocab for eal 3 students: Australia the movie
Film vocab for eal 3 students: Australia the movie
 
What is Digital Literacy? A guest blog from Andy McLaughlin, University of Ab...
What is Digital Literacy? A guest blog from Andy McLaughlin, University of Ab...What is Digital Literacy? A guest blog from Andy McLaughlin, University of Ab...
What is Digital Literacy? A guest blog from Andy McLaughlin, University of Ab...
 
Philippine Edukasyong Pantahanan at Pangkabuhayan (EPP) Curriculum
Philippine Edukasyong Pantahanan at Pangkabuhayan (EPP) CurriculumPhilippine Edukasyong Pantahanan at Pangkabuhayan (EPP) Curriculum
Philippine Edukasyong Pantahanan at Pangkabuhayan (EPP) Curriculum
 
writing about opinions about Australia the movie
writing about opinions about Australia the moviewriting about opinions about Australia the movie
writing about opinions about Australia the movie
 
Chapter wise All Notes of First year Basic Civil Engineering.pptx
Chapter wise All Notes of First year Basic Civil Engineering.pptxChapter wise All Notes of First year Basic Civil Engineering.pptx
Chapter wise All Notes of First year Basic Civil Engineering.pptx
 
Electric Fetus - Record Store Scavenger Hunt
Electric Fetus - Record Store Scavenger HuntElectric Fetus - Record Store Scavenger Hunt
Electric Fetus - Record Store Scavenger Hunt
 
B. Ed Syllabus for babasaheb ambedkar education university.pdf
B. Ed Syllabus for babasaheb ambedkar education university.pdfB. Ed Syllabus for babasaheb ambedkar education university.pdf
B. Ed Syllabus for babasaheb ambedkar education university.pdf
 
مصحف القراءات العشر أعد أحرف الخلاف سمير بسيوني.pdf
مصحف القراءات العشر   أعد أحرف الخلاف سمير بسيوني.pdfمصحف القراءات العشر   أعد أحرف الخلاف سمير بسيوني.pdf
مصحف القراءات العشر أعد أحرف الخلاف سمير بسيوني.pdf
 
Beyond Degrees - Empowering the Workforce in the Context of Skills-First.pptx
Beyond Degrees - Empowering the Workforce in the Context of Skills-First.pptxBeyond Degrees - Empowering the Workforce in the Context of Skills-First.pptx
Beyond Degrees - Empowering the Workforce in the Context of Skills-First.pptx
 

From Words to Wisdom: Unleashing the Potential of Language Models for Human-Centered Data Exploration

  • 1. From Words to Wisdom: Unleashing the Potential of Language Models for Human-Centered Data Exploration NewMR Webinar August 2023 Paul Watts Director, Product Management at Forsta
  • 3. From words to wisdom: Unleashing the potential of Large Language Models (LLMs) for human-centred data exploration Paul Watts, Product Director AI and ML, Forsta August 2023
  • 4.
  • 5. Supporting the human vs. Replacing the human AI = Augmented Intelligence? 5 © 2023 Forsta. All rights reserved. Challenge plausibility using your own expertise (or you may end up in a pickle!)
  • 6. AI and ML use cases for Insights teams 6 Gather – Conversational surveys – Response quality (e.g. Fraud) – Survey Design Analyse – Theme prediction – Signal Detection – NLP/Text Analytics Visualize – Exploratory analysis – Summarization and report generation Act – Recommended actions © 2023 Forsta. All rights reserved.
  • 7. Example: Assisted response generation 7 © 2023 Forsta. All rights reserved.
  • 8. The art and science of prompt engineering vs. WHAT you ask and HOW you ask matters 8 © 2023 Forsta. All rights reserved.
  • 9. Using AI and ML for exploratory analysis ML/AI technologies used: – LLM Prompt Design and Tuning – Text-to-SQL – Text Similarity – Text Summarization Goal: Generate qualitative and quantitative insights by asking questions in a human manner 9 © 2023 Forsta. All rights reserved. Describe what you’d like to see… Show the breakdown of responses from men vs women for 2022 Press Ctrl+Enter to apply Visualize & Summarize
  • 10. Returning vizualisations from a natural language question 10 © 2023 Forsta. All rights reserved.
  • 11. Comment segmentation and summaries 11 © 2023 Forsta. All rights reserved.
  • 12. Model innovation We are still at the start of the journey… Legislation and privacy Domain-specific applications © 2023 Forsta. All rights reserved. a PGForsta company. 12
  • 13. From words to wisdom: Unleashing the potential of Large Language Models (LLMs) for human-centred data exploration Paul Watts, Product Director AI and ML, Forsta August 2023
  • 14. Q & A Ray Poynter NewMR Paul Watts Forsta