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Ikhlaq	Sidhu,	content	author
Ikhlaq Sidhu
Founding Faculty Director
Sutardja Center for Entrepreneurship & Technology
Department of Industrial Engineering & Operations Research
IEOR Emerging Area Professor Award
Innovation	&	Entrepreneurship	
and	AI
Ikhlaq	Sidhu,	content	author
What	is	happening	at	Sutardja Center	(SCET)?
Ikhlaq	Sidhu,	content	author
Answer	#1:	Lots	of	students	and	activity
Undergraduate:	Over	1500
Graduate:	Over	100
Executive:	Over	100
Global	Partners	– Now	10
Ikhlaq	Sidhu,	content	author
Answer#	2:	Many	News	Stories	about	our	Curriculum
5/27/2017 Meat substitutes are on the curriculum at UC Berkeley - San Francisco Chronicle
http://www.sfchronicle.com/business/article/Meat-substitutes-are-on-the-curriculum-at-UC-10881462.php 1/5
By Jonathan Kauffman | January 24, 2017 | Updated: January 25, 2017 2:44pm
0
Meat substitutes are on the
curriculum at UC Berkeley
Biz & Tech
IMAGE 1 OF 4
Ricardo San Martin, a chemical engineering professor, leads the Challenge Lab researching meat substitutes.
Photo: Scott Strazzante, The Chronicle
5/27/2017 Meat substitutes are on the curriculum at UC Berkeley - San Francisco Ch
Banking Un
Course - Stu
Singapore
Most UC Berkeley students will tell you that they’re
shooting for an A. But the 45 young men and women
packing a Barrows Hall classroom this Monday were
pursuing more ambitious goals: saving the world,
and perhaps winning $5,000 in the process.
The students are enrolled in a four-credit Challenge
Lab at the Sutardja Center for Entrepreneurship &
Technology, a practicum that pits teams against one
another to develop the most innovative plant-based
meat.
At the lab’s second gathering, there were no Tofurky
samples on hand. Instead, Christie Lagally, a senior scientist with the Go
the students a PowerPoint crash course on the reasons the world needs m
“Factory farming allows us to have an affluence of meat,” she told them,
several dozen charts illustrating the downside of our omnivorous appetit
figures, animal agriculture produces up to 24 percent of greenhouse gase
About	7	Stories	about	our	plant	
based	meat	focus	area	including	
Vice	Magazine	and	SF	Chronicle
Ikhlaq	Sidhu,	content	author
Answer	#3:
And	a	lot	more..
Actually,	we	have	lost	track..
Ikhlaq	Sidhu,	content	author
Our	newest	Course	
IEOR	135	
Applied	Data	Science	
(Data-X)
Ikhlaq	Sidhu,	content	author
Sample	Project	from	the	First	Data-X	Course
• Detection	of	fake	news
• Prediction	of	long-term	energy	prices	to	solve	am	
Wall	Street	problem
• Prediction	applications	stock	market,	sports	betting,	
and	more
• AI	for	Crime	detection,	traffic	guidance,	medical	
diagnostics,	..	etc
• A	version	of	Zillow	that	is	recalculated	with	the	
effects	of	AirBnB income
• and	many	more…
Ikhlaq	Sidhu,	content	author
The	Data-X	System	View:	It’s	more	than	ML
Web	Scrape
Possible	Input Code	Blocks
Download
Crawl
…
Stream	or	Poll
Social	Net	/	IoT
Application	with	
Automated	Decisions
Algorithm	Options	w/	
Tables/Matrix
Prediction	/	Classification
Test,	train,	split
Keep	state
Pandas:	Short	Term	Storage
Long	Term	Storage:	SQL	and	File	
Formats	(JSON,	CSV,	Excel)
Web
Possible	Output	Code	Blocks
Email
Control
Decision
…
Chatbot
Feedback	from	
External	System	(World)
Pre-
process
Natural	
Languag
e,	State	
Features
Blockchain (public	ledger	or	crypto-lock)APIs,	Services APIs,	Services
ML
Ikhlaq	Sidhu,	content	author
We	are	developing	a	large-scale,	
holistic,	data-related	skill	base
• The	Data-X	Project is	program	
and	open	course	model	
• Offers	deep	skills,	the	powerful	
open	source	CS	tools,	and	the	
real-life	applications	
• Ready	to	scale	and	include	
more	stakeholders
Ikhlaq	Sidhu,	content	author
Data, AI, and Business Models
Ikhlaq	Sidhu,	content	author
The	two	key	components	of	a	business	are	
resources	(assets)	and	information	(data)
= +
Less	value	
over	time
More	value
Over	time
Information	and	
automated	decisions
If	you	buy	data,	then	everyone	else	has	it	also.
Ikhlaq	Sidhu,	content	author
Real-life Example: ZestCash
• “All data is credit data”
Online Loan Application
Name: JOE SMITH
Online Loan Application
Name: Joe Smith
The data says: greater credit risk! The data says: lesser credit risk!
Reference:	Shomit Ghose
Example:	Data	and	Information	is	a	competitive	advantage
Ikhlaq	Sidhu,	content	author
Harrah’s	Casino:	Knowing	your	customer
Service	provider	of	
Gambling	and	Casinos
Entry	Card
Pain	points
Intervention
Reference:	Supercrunchers
Example
Ikhlaq	Sidhu,	content	author
1. Knowing	your	customer,	better	targeting	and	relationship.	
E.g.	Target,	Disney,	Netflix
2. Improving	physical product	or	servicer	with	complimentary	information:	
E.g.	UPS,	FedEx
3. Data-driven	reliability or	security		
E.g.	GE,	BMW,	Siemens
4. Information	Brokers,	Arbitrage,	and	Trading Opportunities:	
E.g.	Investment	funds.
5. Improving	the	customer	journey/experience..		
E.g.	Harrah’s
6. Functional	Applications:	HR/Hiring,	Operations	etc..	
Eg Walmart,	Baseball,	Sports
7. Efficiency	or	better	performance	per	dollar	cost.	
E.G.	General	IT,	SAP,	etc
8. Risk	Management,	regulation,	and	compliance
Eg.	Compliance	360
Top	8	Business	Models	Using	Data	&	AI
Ikhlaq	Sidhu,	content	author
Top	Business	Models	for	Using	Data
1. Knowing	your	customer,	leading	to	
better	targeting	and	relationship.		E.g.	
Target,	Disney
2. Information	based	better	services.		
E.g.	UPS,	FedEx
3. Data	driven	reliability.	E.g.	GE	and	
Siemens
4. Information	Brokers,	Arbitrage,	and	
Trading	Opportunities:	Investment	
funds.
5. Improving	the	customer	
journey/experience..		E.g.	Harrahs
6. Functional	Applications:	HR/Hiring,	
Operations	etc..
7. Efficiency	or	Better	Performance	per	
dollar	cost
8. Risk	Management,	regulation,	and	
compliance
Usage	Models
• Efficiency	
(save	money)
• Wallet	Share
(top	customers	
spend	more	time	
and	money	with	
you)
• Brand	alignment
(It	reinforces	how	
people	think	
positively	about	
the	company)
Value	to	Business	Customers
More	
Value
Ikhlaq	Sidhu,	content	author
University Researcher Perspective
Ikhlaq	Sidhu,	content	author
Misconception
Work	in	Lab	for	
5	years
Show	World
They	Love	it
And	adopt	it
Ikhlaq	Sidhu,	content	author
Misconception
Work	in	Lab	for	
5	years
Show	World
They	Love	it
And	adopt	it
Instead:
Invite	World	
(Industry)	to	
collaborate	with	
you
Let	them	tell	
you	where	the	
industry	will	be	
in	5	years
Intersect	with	
their	roadmap	
in	2-3	years
They	Love	it
And	adopt	it
a)	And	train	yourself	and	your	students	to	have	the	corresponding	mindsets	and	behaviors	during	the	journey
b)	work	on	deployment	and	effectiveness	first
Ikhlaq	Sidhu,	content	author
Company, Government,
or Project Perspective
Ikhlaq	Sidhu,	content	author
Steve	Blank
Operational	
Metrics	to	scale
Completed	
Ecosystem
Sales	Process
Business	Model
Engaging	Story
Insight
Sidhu	/	
Berkeley	Method
Technology
Readiness Level
Developed	at	NASA
Ikhlaq	Sidhu,	content	author
Proposed	by	Steve	Blank
Operational	
Metrics	to	scale
Completed	
Ecosystem
Sales	Process
Business	Model
Engaging	Story
Insight
Version:	Berkeley	Method,	
Adapted	from	Steve	Blank
Technology
Readiness Level
Ikhlaq	Sidhu,	content	author
Identify	the	Stage	of	Your	Project
Technical Readiness
System Test,
Launch, Ops
System/Subsystem
Demonstration
Development
Progress
Feasibility
Research
Insight Story &
Value
Validation Business
Model
Sales
Process
Complete
Ecosystem
Operational
Metrics
Business Investment Readiness
X
Y
Z
Ikhlaq	Sidhu,	content	author
What	if	the	project	is	a	Transformation	or	Business	Model	Change:
Adding,	Letting	Go,	and	Change	Management
X
Dimension A
Dimension
B
Company	or
Project:	today
Company	or	
Project:	Next
Path
Z
Ikhlaq	Sidhu,	content	author
What	if	the	project	is	a	Transformation	or	Business	Model	Change:
Adding,	Letting	Go,	and	Change	Management
Dimension A
Dimension
B
Company	or
Project:	today
Company	or	
Project:	Next
Path
?
A. What	do	you	need	to	acquire	or	learn?		
B. What	do	you	need	to	let	go?
C. First	principle:	You	can’t	be	happy	where	you	are.
D. Its	like	getting	a	new	degree	part	time,	while		you	still	work	at	the	last	job.
Ikhlaq	Sidhu,	content	author
Advice	for	Getting	Started
• Don’t	boil	the	ocean.
– Pick	one	or	a	few	test	projects	
– Be	strategic:	use	SWOT,	Disrupt	Self,	and	Data	Biz	Model	
methods
• Develop	the	Narratives	for	Value	Creation	and	Strategy
– Validate	internally	and	externally
• Skills	in	leadership and	technology	are	limitations
– High	end	consulting	does	not	help
• Start	with	small	experiments	and	verify	that	they	are	
working
– Understand	the	innovation	/	learning	process
Brand	vs
Wallet	Share
Ikhlaq	Sidhu,	content	author
Data	and	AI	Effects	Everything	We	Know	
Every	Business:	Will	be	deconstructed by	Data,	AI,	and	Automated	
Decisions
Society: Danger	of	even	larger	gap	between	the	highly	skilled	and	the	
less	skilled
Government: Must	adapt	to	a	new	level	of	transparency	and	
efficiency	or	face	trouble	from	their	people
People: Will	change	their	behaviors (like	cell	phone	to	the	power	10).		
Work	life	balance,	social	structure,	and	hybrid	human	machine.
Ikhlaq	Sidhu,	content	author
Contact:
Ikhlaq	Sidhu
Chief	Scientist	&	Founding	Director,	Center	for	Entrepreneurship	&	Technology
Faculty	Director,	Engineering	Leadership	Professional	Program	(ELPP)
IEOR	Emerging	Area	Professor,	UC	Berkeley
sidhu@berkeley.edu
scet.berkeley.edu

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