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From Turing to
Transformers
Navigating the AI Revolution
MEET THE SPEAKER
Machine Learning Lead
Synapse Analytics (Egypt & UAE)
Nezar El-Kady
Pr. Computer Vision Engineer
ABM (Egypt & UAE)
Machine Learning Consultant
Dronodat (Germany)
Agenda
1. Intro to AI history
2. Why AI is booming now?
3. Everyday AI
4. Challenges of adopting AI
5. AI refactoring different businesses
6. Why to use AI?
7. Will AI replace humans? Assist vs. Replace
Intro to AI
History How AI concepts are changing
along the history ?
01
AI History
AI is not a new technology
Muculloch-Pitts first
mathematical model (binary)
of biological neuron
1943
Alan Turing proposed the turing
test as a measure of intelligence
Birth of AI as a field &
proposing ELIZA for
conversation mimicking
Big Data & Deep Learning
(Neural Networks) like AlphaGo
engine by Google
1950
1950s & 1960s
2000s & 2010s
Machine Learning (not from data)
and The internet (DeepBlue chess
engine by IBM)
1990s
Expert Systems (Knowledge with
if-then rules) like XCON along
side with backpropagation
1970s & 1980s
Large Language Models and GenAI
(like ChatGPT & DALL-E) 2020s
AI Categorization
trained and dedicated to
a specific task (surpasses
human-level in this task)
can innovate and
outperform human
intelligence generally
manage to perform a
broad range of tasks by
using humanlike cognitive
capabilities
Narrow AI Super AI
General AI
Data Roles Evolution
Data-roles have evolved as follows (overview):
● Early-Days: Data collection and storage using librarians, archivists, and clerks
managed paper-based records.
● 1960s-1990s: IT specialists and database administrators emerged to manage new
data infrastructure.
● 2000s: With the growth of data, Data warehousing and BI roles started to emerge as
well as the Data analysts started using advanced tools like SQL for data exploration
and reporting.
● 2010s-2020s: In the Big Data Era, data engineers and data scientists started to take
over to build and manage large-scale data pipelines and processing systems, and
combine statistical expertise, programming skills, and machine learning techniques
to extract knowledge from vast datasets.
Why AI is
booming
now? What are the ignites behind the revolution
of AI in the last 15 years?
02
AI Booming Reasons
Powerful GPUs and TPUs for
accelerating AI models training
The data explosion after the
internet invention (150 ZetaBytes)
The improvements in algorithms
that can learn from data using
patterns and back propagating
errors to learn
Collaborative research culture and
online education platforms helped
in the booming (Democratization)
Hardware Advancement Big Data
Deep Learning (NNs) Open-Source and Education
Everyday AI
AI is being used individually everyday but
not on the business pipelines level.
03
AI Everywhere
Social Media Voice Assistant Recommendation
Engines
All images are AI-generated images
Filtering Spams Navigation
AI Serving Whole Pipelines (Example)
AI algorithms can analyze customer
data to personalize marketing
messages, offers, and product
recommendations
AI can optimize inventory levels by
predicting demand fluctuations,
identifying slow-moving or obsolete
inventory
Using chatbots that can
help in finding your
search and answering
your questions
AI can help in optimizing the
routes to be used for faster
reachability.
AI helps in organizing the warehouse in
a way that facilitate the entry the
leaving of the products in a utilized way.
Online Ordering
Warehouse
Organizing
Marketing /
Recommendations
Routing
Optimization
Inventory
Management
Large Businesses to Small Businesses
We all know and see the effect of AI on large businesses as
it serves millions or billions of people all over the world but
what about small businesses?
AI in a bakery shop
Why don’t we use AI in every business around us?
Challenges
of Adopting
AI Since AI is very beneficial, what are the
barriers on adopting it in every single
business?
04
Challenges We Face in Adoption in Small Businesses
01 02 03
Expensive
Cost
Data Quality
Integration
problems
AI
Refactoring
Different
Businesses
AI is now evolving, how they help different
businesses to accelerate?
05
Healthcare
- Analyze medical imaging
- Early diagnosis of diseases
- tailored medical treatments
Finance
Manufacturing Media
02
01
04
03
AI Roles in Some Businesses
- OCR for data entry
- Taking financial decisions
- Fraud detections
- Detecting defects (QC)
- Predictive maintenance
- Optimization of coworkers
movement flow.
- Content recommendations
- Visual effects (VFX)
- Voice Synthesis
Why to Use
AI? Humans can do the same tasks, so why to
use AI?
06
AI Benefits/Drawbacks of Usage
Scalability Sustainability
Efficiency
Bias Accountability
Fake Content /
Copyrights /
Privacy
Will AI
Replace
Humans? Since AI can do a lot in better efficiency
and sustained over time, why doesn’t it
replace us in jobs handling?
07
Will AI Replace Some Humans in Jobs?
AI is already transforming many industries, automating
routine and predictable tasks which can lead to job
displacement. However, it also creates new opportunities
and can augment human capabilities, making some jobs
more efficient or spawning entirely new roles.
Assist vs. Replace
Some less-likely jobs to be replaced by AI (so far)
● Trades People (Electrician, Plumbers, Hairdressers, etc ..)
● Nurse Practitioners
● Physical Therapists
● Fire Fighters
● Chief Executives and Managerial Roles
● Surgeons, Dentists, and Neurologists
● Directors of Religious Activities
Assist vs. Replace
Some most-likely jobs to be replaced by AI (so far)
● Routine (Repeated) jobs like data entry, basic customer service, simple
manufacturing processes, ..etc
● Retail checkout clerks
● Proofreading
● Market research analysts
● Receptionists
● Assembly line / manufacturing workers
● Some media creators
CREDITS: This presentation template was created by Slidesgo, including
icons by Flaticon, and infographics & images by Freepik.
THANKS!
Do you have any questions?
nezarelkadyy@gmail.com
+20 01117442844
Nezar El-Kady (nezarelkadyy)
Please keep this slide for attribution.

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[DSC MENA 24] Nezar_El_Kady_-_From_Turing_to_Transformers__Navigating_the_AI_Revolution.pptx

  • 2. MEET THE SPEAKER Machine Learning Lead Synapse Analytics (Egypt & UAE) Nezar El-Kady Pr. Computer Vision Engineer ABM (Egypt & UAE) Machine Learning Consultant Dronodat (Germany)
  • 3. Agenda 1. Intro to AI history 2. Why AI is booming now? 3. Everyday AI 4. Challenges of adopting AI 5. AI refactoring different businesses 6. Why to use AI? 7. Will AI replace humans? Assist vs. Replace
  • 4. Intro to AI History How AI concepts are changing along the history ? 01
  • 5. AI History AI is not a new technology Muculloch-Pitts first mathematical model (binary) of biological neuron 1943 Alan Turing proposed the turing test as a measure of intelligence Birth of AI as a field & proposing ELIZA for conversation mimicking Big Data & Deep Learning (Neural Networks) like AlphaGo engine by Google 1950 1950s & 1960s 2000s & 2010s Machine Learning (not from data) and The internet (DeepBlue chess engine by IBM) 1990s Expert Systems (Knowledge with if-then rules) like XCON along side with backpropagation 1970s & 1980s Large Language Models and GenAI (like ChatGPT & DALL-E) 2020s
  • 6. AI Categorization trained and dedicated to a specific task (surpasses human-level in this task) can innovate and outperform human intelligence generally manage to perform a broad range of tasks by using humanlike cognitive capabilities Narrow AI Super AI General AI
  • 7. Data Roles Evolution Data-roles have evolved as follows (overview): ● Early-Days: Data collection and storage using librarians, archivists, and clerks managed paper-based records. ● 1960s-1990s: IT specialists and database administrators emerged to manage new data infrastructure. ● 2000s: With the growth of data, Data warehousing and BI roles started to emerge as well as the Data analysts started using advanced tools like SQL for data exploration and reporting. ● 2010s-2020s: In the Big Data Era, data engineers and data scientists started to take over to build and manage large-scale data pipelines and processing systems, and combine statistical expertise, programming skills, and machine learning techniques to extract knowledge from vast datasets.
  • 8. Why AI is booming now? What are the ignites behind the revolution of AI in the last 15 years? 02
  • 9. AI Booming Reasons Powerful GPUs and TPUs for accelerating AI models training The data explosion after the internet invention (150 ZetaBytes) The improvements in algorithms that can learn from data using patterns and back propagating errors to learn Collaborative research culture and online education platforms helped in the booming (Democratization) Hardware Advancement Big Data Deep Learning (NNs) Open-Source and Education
  • 10. Everyday AI AI is being used individually everyday but not on the business pipelines level. 03
  • 11. AI Everywhere Social Media Voice Assistant Recommendation Engines All images are AI-generated images Filtering Spams Navigation
  • 12. AI Serving Whole Pipelines (Example) AI algorithms can analyze customer data to personalize marketing messages, offers, and product recommendations AI can optimize inventory levels by predicting demand fluctuations, identifying slow-moving or obsolete inventory Using chatbots that can help in finding your search and answering your questions AI can help in optimizing the routes to be used for faster reachability. AI helps in organizing the warehouse in a way that facilitate the entry the leaving of the products in a utilized way. Online Ordering Warehouse Organizing Marketing / Recommendations Routing Optimization Inventory Management
  • 13. Large Businesses to Small Businesses We all know and see the effect of AI on large businesses as it serves millions or billions of people all over the world but what about small businesses? AI in a bakery shop Why don’t we use AI in every business around us?
  • 14. Challenges of Adopting AI Since AI is very beneficial, what are the barriers on adopting it in every single business? 04
  • 15. Challenges We Face in Adoption in Small Businesses 01 02 03 Expensive Cost Data Quality Integration problems
  • 16. AI Refactoring Different Businesses AI is now evolving, how they help different businesses to accelerate? 05
  • 17. Healthcare - Analyze medical imaging - Early diagnosis of diseases - tailored medical treatments Finance Manufacturing Media 02 01 04 03 AI Roles in Some Businesses - OCR for data entry - Taking financial decisions - Fraud detections - Detecting defects (QC) - Predictive maintenance - Optimization of coworkers movement flow. - Content recommendations - Visual effects (VFX) - Voice Synthesis
  • 18. Why to Use AI? Humans can do the same tasks, so why to use AI? 06
  • 19. AI Benefits/Drawbacks of Usage Scalability Sustainability Efficiency Bias Accountability Fake Content / Copyrights / Privacy
  • 20. Will AI Replace Humans? Since AI can do a lot in better efficiency and sustained over time, why doesn’t it replace us in jobs handling? 07
  • 21. Will AI Replace Some Humans in Jobs? AI is already transforming many industries, automating routine and predictable tasks which can lead to job displacement. However, it also creates new opportunities and can augment human capabilities, making some jobs more efficient or spawning entirely new roles.
  • 22. Assist vs. Replace Some less-likely jobs to be replaced by AI (so far) ● Trades People (Electrician, Plumbers, Hairdressers, etc ..) ● Nurse Practitioners ● Physical Therapists ● Fire Fighters ● Chief Executives and Managerial Roles ● Surgeons, Dentists, and Neurologists ● Directors of Religious Activities
  • 23. Assist vs. Replace Some most-likely jobs to be replaced by AI (so far) ● Routine (Repeated) jobs like data entry, basic customer service, simple manufacturing processes, ..etc ● Retail checkout clerks ● Proofreading ● Market research analysts ● Receptionists ● Assembly line / manufacturing workers ● Some media creators
  • 24. CREDITS: This presentation template was created by Slidesgo, including icons by Flaticon, and infographics & images by Freepik. THANKS! Do you have any questions? nezarelkadyy@gmail.com +20 01117442844 Nezar El-Kady (nezarelkadyy) Please keep this slide for attribution.

Editor's Notes

  1. ELIZA was an early natural language processing computer program created by Joseph Weizenbaum at the Massachusetts Institute of Technology (MIT) in 1966. It's best known for its simulation of a psychotherapist, using a script called DOCTOR. The program works by applying pattern matching and substitution methodologies, which provided users with an illusion of understanding, but in reality, it was merely manipulating the user's own words to generate responses. How ELIZA Works Input Processing: ELIZA takes a user's input (usually typed English sentences) and processes it. Pattern Matching: The program scans for keywords or phrases from the input and matches them to pre-programmed rules in its script. These rules determine how the program will respond. Response Construction: Once a pattern is identified, ELIZA uses a set of scripted responses that contain placeholders. It then substitutes these placeholders with phrases or structures drawn from the user's input to create a response. How XCON Works Input: The system receives an order specifying the customer's requirements for a computer system, including various peripheral devices and software specifications. Knowledge Base: XCON’s knowledge base contains detailed information about all possible computer components and the rules for how they can be combined. This includes data on compatibility, optimal configuration practices, and hardware requirements. Inference Engine: Using mainly forward chaining, the inference engine applies the rules from the knowledge base to the input specifications. It works through the configuration process step-by-step, ensuring all components are compatible and meet the customer's needs. Output: The final output is a complete and validated configuration that specifies exactly how the system should be assembled, including what parts to use and how they should be connected.
  2. - data (150 zetabytes 21 zeros) and about 90% of these data are collected in the last 5 years. (Social media for example) Our interview now is data: our words will be analyzed, our facial expressions will be used in emotion intelligence, even our voice tones will be analyzed for talking behaviour analysis. We are creating data now. - Hardware progress: GPUs with CUDA and parallel computing that started in 2007 and open the gate for making use of this large amount of data.