ai and data science bootcamp - epsiloneg.com
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OVERVIEW
AI & Data Science Bootcamp
Artificial intelligence (AI) and machine learning
algorithms are transforming systems, experiences,
processes, and entire industries. It’s no wonder that
business leaders see these data-driven technologies
as fundamental for the future—and that practitioners
fluent in both fields are in high demand.
At Epsilon AI Institute, we are fascinated by their
world-changing potential, and we’ve created the
AI & Data Science Bootcamp
to help students understand the fundamentals of AI
and Data Science and how to apply them to
solve complex, real-world problems.
We are now solving
problems with machine
learning and artificial
intelligence that were…
in the realm of science
fiction for the last several
decades. And natural
language understanding,
machine vision problems,
it really is an amazing
renaissance.
“
Jeff Bezos
Founder, Amazon
AI & Data Science Bootcamp
ABOUT EPSILON AI INSTITUTE
EPSILON AI INSTITUTE is a global AI training provider dedicated to preparing Trainees worldwide for an
Artificial Intelligence (AI) Future and the 4th Industrial Revolution. The world is drastically changing with all
leading nations and blocs creating AI Plans & Strategies. Our goal is to train talents worldwide to build this
AI Future. We are doing this by equipping Trainees with practical skills in AI (Deep Learning & Machine
Learning) and Data Science. Our core strength is offering long-term and short-term courses in AI and help
Trainees to become, a better-equipped and empowering them to face this competitive era. The era of
artificial intelligence is upon us.
EPSILON AI INSTITUTE is committed to leading change and developing careers through competency-based
education in the AI Area, Each term we introduce new, innovative programming to remain current with
customer needs and changes in the work world.
Vision: Move People and Companies into the next industrial revolution.
Mission: our mission is to push the boundaries of technology to Help companies and Individuals
discover, learn and adopt Artificial Intelligence technologies, talent and provide real value immediately.
Our goal is to train talents worldwide to build this AI Future.
We’re making a world-class AI education accessible to people around the globe so that we can all
benefit from an AI-powered future.
AI & Data Science Bootcamp
AI SOLUTIONS FOR REAL-WORLD
PROBLEMS
Machine Learning Artificial Intelligence
In this five days bootcamp, you will learn the fundamentals of Artificial Intelligence, its business applications and how to
successfully implement these frontier technologies. Our unique Bootcamp equips you with all the competence that
industry leaders are seeking today to create value in their companies. As the need for AI skills grows, human skills such
as storytelling and creativity become increasingly important.
You will leave with a new set of skills in Data Science, Machine Learning and Deep Learning that will enable you to
prototype AI initiatives in your organization, but you will also learn with a professional actor the powerful tools that you
need for your initiatives to be embraced.
During this one of a kind training, hands-on experience will be gained by building a Machine Learning solution with your
team of highly motivated participants. Interaction, team emulation, and nonverbal communications are vital to achieving
learning objectives.
This training is an essential one to succeed in the AI-powered world!
CURRICULUM
AI & Data Science Bootcamp
DAY 1
• AI Different Forms
• Types of Machine Learning
• Python Programming basics
• Coding Platform: Jupiter Notebook
• Introduction to coding
• The logic of Python
• Basics of Python: variables, data types,
functions
• Basics of Python: loops and if statements
DAY 2
• Analytics-specific Python libraries: numpy,
pandas
• Advanced data science Python libraries:
MatPlotLib
• Creating your first simple prediction
DAY 3
• Data preprocessing
• Linear Regression Problem
• Logistic Regression
• Gradient Descent Algorithm
• Predicting Housing Prices based on the size
of the house using Gradient Descent
Algorithm
DAY 4
• Regression and Classification
• Clustering and Dimensionality Reduction
• Model selection and evaluation
DAY 5
• Convert Images to raw data
• Raw data to CSV
• Accuracy Prediction and Optimization
• Hands-on Project
DAY 6
• Introduction to Neural Networks -Keras
• Implementing Gradient Descent
• Training Neural Networks
• Neural Network Hands-on Project
10 Days AI training and training materials
5 hours/day from 5 PM to 10 PM
Snacks and beverages.
AI & Data Science Bootcamp
DAY 7
• Introduction to Deep learning
• Deep Learning with KERAS
• Intro to Artificial Neural Networks – ANN
• Intro to Convolutional Neural Networks –
CNN
• Intro to Recurrent Neural Network – RNN
• Deep Learning Hands-on Project
DAY 8
• Introduction to Data science
• Data wrangling
• Data Exploration Analysis
• Solving problems with data science
• Data science hands-on Project
DAY 9
• Introduction to NLP
• NLP application
• NLP Implementation
• NLP Hands-on project
DAY 10
• Computer vision
• CV application
• CV Implementation
• CV hands-on Project
10% Theory, 90% Practice
BENEFITS
• Understand AI’s unique challenges and opportunities
• Gain practical and strategic comprehension of AI
• Explore Machine Learning, Deep Learning, Computer Vision, NLP and Data science techniques and
applications
• Learn how to develop AI systems with Python programming
• Solve real AI problems through hands-on projects
• Develop creativity and engagement skills through storytelling and empathy exercises
• Receive a Certificate of Completion from Epsilon AI Institute, Delaware, USA
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AI & Data Science Bootcamp
PREREQUISITES
Basic knowledge Mathematics is advantage However we will teach you from basics.
Our AI and data science Bootcamp is tailored for professionals working in technology development with an
engineering background and a basic understanding of logic and mathematical reasoning. No AI background is
required, but Minimal programming skills such as Java, Javascript, C++, etc. are necessary.
Participants are required to possess a basic knowledge of Python since all
assignments/application projects will be done using the Python programming language.
Audience & Requirements
Anybody who can write some code in whatever programming language should be able to follow the Bootcamp. We make use of an iPython/Jupyter Notebook, so nothing but a laptop is required to participate. The course is suitable for a range of positions including:
• Managers • Engineers • Developers • Data analysts
Hardware: Bring Your Own Laptop and charger, leave with knowledge Important note: Each Bootcamp participant is required to bring their own laptop running Windows 10. Although this workshop requires Windows 10, the skills learned and code used will be transferrable to Mac OS and other platforms because all software used will be open source. Assistants will also be on hand to help attendees with hardware/software issues. Attendees receive an electronic copy of the course materials and related code at the conclusion of the Bootcamp.
Certificate
Participants will be granted a completion certificate from Epsilon AI Institute, Delaware, USA if they attend a
minimum of 80 percent of the direct contact hours of the Program and after fulfilling program requirements
(complete all assignments, passing both Final Exam and Project to obtain the Certificate)
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INSTRUC TORS 1/3
AI & Data Science Bootcamp
PH.D.
Ahmed Qattan
--Ph. D. University of Waterloo
minimum complexity neural
networks for classification
--Dedicated and motivated
Ph.D. researcher in Artificial
Intelligence with hands-on
experience in Deep Learning,
Computer Vision, and Robotics.
--NORTEL Speech Research
Lab, Montreal, (speech
recognition acoustic modeling,
language modeling, phonetic
confidence estimation)
--AUC: Teaching neural
networks, machine learning,
image processing, pattern
recognition and computer
vision.
MS.C.
Ahmed ElNaggar --M.Sc. in Computer and
systems engineering
--Senior Cognitive Engineer
(RPA) at Advansys-ESC
--Machine learning
technology consultant at
TIEC ministry of
communication
--Senior systems engineer
at Robogarden Inc
--Research Assistant at
CATLab(communications
and aerospace lab), Zewail
city of science and
technology
PH.D.
Mohsen Moftah --Ph.D., AIN SHAMS
UNIVERSITY electronics and
communication
--NLP SPECIALIST at Arab
Academy For Science &
Technology and Maritime
Transport
--Post Graduate Studies in
Computer Engineering, New
Mexico State University New
Mexico, USA
MS.C.
Hassan Badawy --M.Sc., AI TECHNICAL
TEAM LEADER at INTDV
--Artificial Intelligence
Researcher (Part Time) at
orange labs
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INSTRUC TORS 2/3
AI & Data Science Bootcamp
MS.C.
Ahmed Medhat --M.sc in Operations Research,
Statistics & Mathematics.
--Data Scientist at AUC
MS.C.
Doaa Mahmoud
--M.Sc. Of Statistics Big
Data Analytics, Cairo
University
ENG.
Ali Abdelaal
--AI Engineer at adam.ai
--AI Engineer at Toptal
--AI engineer at Botler.io
--Certified AI engineer, IBM
ENG.
Ahmed Emad --Big Data Analytics
Engineer at CIB Egypt
--Big Data Engineer at
ThinkBig
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INSTRUC TORS 3/3
AI & Data Science Bootcamp
ENG.
Abdo Ghareeb --Data scientist and Machine
Learning Engineer at
ANALYTICS PATROLS
--Data scientist at Lyra analytics
- Part time --Data science
Instructor at NTI
ENG.
Ahmed Maher
--Data Scientist at EG-Bank
ENG.
Ramez Shendy
--Data Scientist at Synapse
Analytics
MS.C.
Shady Nagy --Machine Learning
Engineer at analytics patrols
--M.sc in Applied
Mathematics - GUC
www.epsiloneg.com
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E-mail: [email protected]
Telephone: +201122885566 / +201011933233 / +202-22749985
Location: Elserag mall, Building 1, entrance 1, floor 11, Nasr city 1, Cairo, Egypt
We attempt to respond to queries in 24 hours or less. However, over weekends and holidays, our responses may take up to 72 hours.
Schedule a call with a Program Advisor to learn how this bootcamp can help you
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