Upload
others
View
12
Download
0
Embed Size (px)
Citation preview
Applied Deep Learning
ONLINEINTERNSHIP
13 years | 21 countries | 30+ cities | 15 nationalities40+ schools | 70+ universities | 150,000+ alumni50+ faculty | 200+ research scholars10+ applied learning programmes
What we do?We deliver applied learning experiences through internships, immersions and research projects.
For whom?We work with students (13 years and above) from universities and secondary schools across Asia.
Why?To empower every individual with knowledge and skills to solve social and business challenges.
How?We partner with world’s top universities and corporates to create differentiated content and deliver curated applied learning experiences on-campus or online.
OUR JOURNEY2007
Incorporated in Singapore.
2008Initiated employability skill assessment and training initiatives for 66,000 participants for Govt. of India.
2009 - 2010Over 20,000 undergraduates trained on life-skill in partnership with Infosys Technologies. Started training of polytechnic students in Singapore on IT domains.
In this ever-evolving world, Corporate Gurukul’sjourney is one of continuous growth andtransformation – from its birth in Singaporeto now spreading its wings to twentycountries across the globe. What started aslife skills enhancement and employabilitytraining interventions, has graduated intoglobal academic internships, immersions andresearch for school and university students.
2012 - 2013First immersion programme with National University of Singapore (NUS). Consolidation of India operations.
2014Operations extended pan India based out of Pune. Over 140,000 students trained and assessed since inception.
2015Launch of schools vertical with unique project-based research and innovation programme with NUS & NTU.
2017Partnership with Carnegie Mellon Robotics Academy to deliver STEM education for school students and teachers.
2020Launch of ONLINE internships in DeepLearning, Entrepreneurship andCommunity Leadership with NUS, HPE and SoftBank.
2016Launch of academic internships for engineering undergraduates in Big
Data & AI in partnership with NUS & Hewlett Packard Enterprise (HPE).
2018India HQ shifted to Bangalore.
Dubai operations launched to addressrequirements in Middle East markets.
2011First immersion programme for
management graduates deliveredwith Nanyang TechnologicalUniversity (NTU), Singapore.
WHAT MAKES US DIFFERENT
WO
RLD
CLA
SS
PA
RT
NE
RS
DIF
FE
RE
NT
IAT
ED
CO
NT
EN
T Alumni Feedback
INT
ER
NA
TIO
NA
LLY
AC
CLA
IME
DFA
CIL
ITA
TOR
S
• Forbes 30 under 30 entrepreneurs• Research Experts from NUS and NTU• Big Data, AI and Deep Learning experts from our
industry partners
new content as benchmarked with universities in Asia
80%
100%relevance to global perspectives on Future of Work
90%
focused on future research in AI and Deep Learning
90%relevance tofuture careers
aligned to Industry and Masters abroad
95%
World's largest technology-focused venture capital fund
World #11 (QS World University Rankings 2021)
World #13 (QS World University Rankings 2021)
World leader in infrastructure to power AI with Big Data
World leader in e-commerce, cloud computing, digital streaming and AI
A POWERFUL ONLINE LEARNING EXPERIENCEOnline LIVE sessions with top-notch instructors combined with ongoing practice on our engaging Learning Experience Platform (LXP) makes learning fun! Online internships pave the way for our deep-dive on-campus internships, research and applied learning experiences.
INSTRUCTOR-LED SESSIONSEnsure a track record of 95% course completion with interactive instructor-led sessions.
ENHANCED LEARNINGEnables 2x retention with 4x practice sessions over 8-week project work.
COURSE FEECosts 50% lesser than on-campus programme with similar content and instructors.
ON-CAMPUS INTERNSHIPSSubsidized by 10% or more if you have taken our online internships.
CERTIFICATIONS AND LORSRecognize your efforts. Toppers receive LoRs from industry and academic partners.
CONVENIENT SCHEDULEEnabled through 3-hour weekend instructor-led sessions from your home or dorm room.
ONLINEINTERNSHIP
ONLINEINTERNSHIP
Applied Deep Learning
Change the WorldAt Hewlett Packard Enterprise Education, that’s not just an empty catchphrase. They believe in not just looking toward the future, but creating it – with ground-breaking new technologies, products, and services that change how businesses and individuals work and live.
HPE has been a pioneer in Big Data analytics using Deep Learning.
HPE encourages real work that makes an impact, supported by the resources of a Fortune 50 company that collaborates with leading academics and research institutes worldwide.
The advanced research in the field of Deep Learning & Artificial Intelligence from Hewlett Packard Enterprise Education changes the world.
They work hand-in-hand with students, bringing innovation road-maps, integrating key technologies into existing solutions, and ensuring not only that we’re more agile and nimble in today’s competitive marketplace, but also accelerating how technology can drive R&D to commercialization.
HPE researchers and engineers are not only distinguished academically, but they’re also driven by wide-ranging curiosity and creativity and committed to real-world innovation.
So, if you have the mind of a scientist and the heart of an entrepreneur, and you dream of having a lasting impact on your field and our world, they will help you realize that dream!
Participants apply insights, creativity,
and problem-solving skills to a specific
research question, examining and
refining the topic to help discover new
insights and solutions.
The Applied Deep Learning with HPE Education has been launched for the first time in Asia.
The programme will equip you in building Deep Learning solutions focused on industrial best practices.
Starting with the mathematical foundations, you will master data engineering, data processing, building neural network models (for Computer Vision and Natural Language Processing), optimizing and regularizing the models, and finally deploying them as user friendly AI solutions.
Get MentoredYou get mentored by professionals from HPE, Deep Learning experts and mentors to develop skills required to pursue research or a career in Deep Learning.
ExploreYou explore how industry leaders are innovating solutions and improving efficiency through industry best practices using AI, Machine Leaning and Deep Learning.
A Global CommunityYou will also to tap into a global community of experts across technology, innovation and data science. The end outcome will be your Deep Learning prototype.
What makes this programme unique?This internship equips you with the foundations of Artificial Intelligence and Machine Learning, with special focus on Deep Learning. Best practices in managing deep learning projects are shared. Hands-on sessions in Python, TensorFlow and Keras enhance the conceptual understanding.
Along with masterclasses taught by industry leaders, you will look forward to a curated series of case studies from our leading industry partner, HPE Education.
Duration 8 weeks
Timeline Throughout the year
Fee Check Website
Diversity University undergraduates across Asia
ONLINEINTERNSHIP
Applied Deep Learning
KNOWOnline LIVE
Sessions
PRACTISEProject Work
andCase Studies
PERFORMBuild and Present
viable Deep Learning solutions
REFLECTMentorship
and Feedbackon Prototypeand Project
THE CORPORATE GURUKUL LEARNING MODEL
• Exploratory Data Analysis
• The Intelligent Systems
• Neural Network and Deep Learning
• Models for Images & Text
• Natural Language Processing
KEY SKILLS YOU AQUIRE
ONLINEINTERNSHIP
Applied Deep Learning
ONLINEINTERNSHIP
LEARNING GOALS
• Setting up the Environment and Getting Started
• Cleaning Data• Feature Engineering• Data Strategy and Exploratory
Data Analytics• Types of AI• The Data Science Ecosystem
• The Scary Maths behind Neural Network• Designing a Neural Network from Scratch• Exploring Tensor Flow and PY Torch
• Regularization Methods• Regular and Model derivation• Hyper Parameter Tuning• Time Series Analysis
• Convolution AL• Convolutional Neural Network• Recurrent Neural Network• Object Detection• Advance Data Augmentation• Cleaning Multi Lingual Data• Language Detection• Sequence to Sequence Modelling
• Design Considerations• Architecture Guidelines• Deployment Strategies• Cloud Computing
EXPLORATORY DATA ANALYSIS & THE INTELLIGENT SYSTEMS
DEEP DIVE IN NEURAL NETWORK AND DEEP LEARNING
ADVANCED NEURAL NETWORKS
ADVANCED MODELS FOR IMAGES & TEXT AND ADVANCES IN NATURAL LANGUAGE PROCESSING
TRAINING VS INFERENCE
Applied Deep Learning
ONLINEINTERNSHIP
Applied Deep Learning
Animal Classification using CNNThe project was to educate new pet owners about maintaining their pets. To notify pet owner about particular breed using Animal recognition with Deep CNN. It uses data mining technique to notify NGO’s and people interested in adopting them. This results in decreasing the no’ of animals in animal adoption centers.
Students: Balaji U - PSG College of TechnologyPrerna Agarwal - Kalinga Institute of Industrial Technology Sneha Kharbanda - VIT University Ridhima Akshantulu- Rajiv Gandhi Institute of TechnologyNikhil Shaji - Punjab Engineering CollegeSupratik Bhattacharya - VIT University
Abnormality Detection of Musculoskeletal RadiographsThe project aims at developing a Machine Learning algorithm for real clinic utility. How doctors can choose right valid diagnosis using X-ray that contains a lot of information regarding the structure of the bones and their body. This is carried out using Deep learning techniques based on convolution networks
Students: Praveena K - IIITDM KancheepuramYash Bhojwani - VIT University Abhishek Choudhary - Manipal University Jaipur Sweta Nayak - SRM Institute of Science and Technology Shruthi VS - SRM Institute of Science and Technology Malvika Rath - VIT UniversityAnvi Khanna - Manipal University Jaipur
Medical ImagingIt helps doctor in the diagnosis of diabetic retinopathy to make better decisions in lesser time. It trains dataset on a set of fundus images showing diabetic and non-diabetic eyes. They build and optimise network to detect samples that need immediate medical attention, and classify into 2 classes to indicate the health and level
Students: Karthikeyan S - IIITDM KancheepuramArudhra Narsimhan - SASTRA UniversityHarshit Kaushik - Manipal University JaipurBhumika Bhatia - Delhi Technological UniversitySaurabh - SRM Institute of Science and Technology Sanjay S - VIT University
AutoScanAutoScan is used to detect number plate of a car and help us gather information about the car and the driver. License plate recognition is done using image-processing innovation. It can be used to get vital information such as whether or not the vehicle is registered, date of vehicle registration, expiry date, driver information, etc.
Students: Vaibhav Tamta - Punjab Engineering CollegeAkshit Kanwar - SRM Institute of Science and Technology Ujjal Sharma - BITS Pilani, GoaMedhini Sridhar - Shiv Nadar UniversityTarun - IIITDM KancheepuramShilpi Agarwal - BITS Pilani, Goa
Project Case Study Examples
ONLINEINTERNSHIP
Applied Deep Learning
“It was an eye-opener for me. It enhanced my understanding of one of the hottest topics like Deep Learning in the current industry and gave me the necessary push to go ahead and exploit the bright opportunities in this field. Combining industrial exposure with valuable academic inputs and add to all this, a competitive environment, I think this internship is a game-changer.”
Ashwin Soorya Electronics and Communication EngineeringVIT University, Vellore
“It was a great experience for me, and far beyond my expectations. The diversity of people from different institutions, and the impressive curriculum, gave me tremendous inspiration and insight in the subject. Through the various sessions, assessments, and discussions with HPE professionals have been able to take a big step forward in developing my technical abilities and aspirations”.
Shrikant TarwaniComputer Science Engineering LNM Institute of Information Technology, Jaipur
“This Internship is the perfect balance of theory and practical application. Coming from a beginner’s level, I felt that the instructor/professor was accommodating towards all levels of previous knowledge that a student may hold on the subject. It was truly a worthwhile experience and I hope to apply whatever I’ve learnt and further my knowledge through projects of my interest. Kudos to Team CG!”
Mahima Borah Information Technology Manipal Institute of Technology, Manipal
“I wish to do masters from a foreign university and this internship gave me a taste of what that might be like. Additionally, learning from the professionals from HPE was an amazing experience in itself. I have rarely seen people that committed to their profession.”
Abhay Tyagi Software Engineering SRM Institute of Science and Technology, Chennai
PROGRAMME SCHEDULE
ONLINEINTERNSHIP
Applied Deep Learning
WEEK
01Session 1Introduction to Python
Breakup for every LIVE Session:Concepts: 60 mins | Case Study: 60 mins | Quiz: 60 mins
Teams will be required to work on Individual projects post every session.
Saturday2:00-5:00 PM IST Case Study
Solving Linear Algebra in Tensor Flow
Case StudyImage Classification: for b&w image dataset (pre - feature engineered)
3 Hours
3 HoursSession 2Deep Learning Introduction
Wednesday6:00-9:00 PM IST
Saturday2:00-5:00 PM IST
3 Hours
3 HoursWednesday6:00-9:00 PM IST
Friday2:00-5:00 PM IST
3 Hours
3 HoursWednesday6:00-9:00 PM IST
Saturday2:00-5:00 PM IST 3 Hours
3 HoursWednesday6:00-9:00 PM IST
Saturday2:00-5:00 PM IST 3 Hours
3 Hours
5 Hours
5 Hours
5 Hours
Wednesday6:00-9:00 PM IST
WEEK
02Session 3Mathematics and Stats
Session 4Neural Networks
Case Studya. RegularizationTechniques: Early Stoppingb. Cancer Analysis topredict severity
WEEK
03Session 5Deep Dive Into Networks
Session 6Regularizing a Model
Case StudyObject Detection on coloured images (image feature engineering included)
WEEK
04Session 7Data Encoding Techniques
Session 8Convolutional Neural Network & Computer Vision Apps
Case Studya.Sentiment Analysison movie reviewsb.Time Series Analysisfor sales forecasting
WEEK
05
WEEK
TO
06WEEK
08
Session 9Recurrent Neural Network & NLP
Session 10Pre-trained Models and Transfer Learning & Deploying Model
Session By Mentors 10:00 AM IST onwards
5 HoursSession By Mentors 10:00 AM IST onwards
Final session-1 (Assessment)
11:00 AM IST onwards
Final session-1 (Assessment)
11:00 AM IST onwards
REGISTRATION PROCESS
ONLINEINTERNSHIP
SelectionWe will scrutinize your application on the basis of CGPA, Projects/Courses done relevant to Deep Learning (if any).
Offer LetterIf you are selected, you will receive an Offer Letter. You will be required to ACCEPT the Offer Letter.
Internship Fee Payment We will send you an invoice link for the Internship Fee payment. This is enabled through PayPal/Credit Card.
Admission Letter Hooray! Your admission will be confirmed via an Admission Letter.
Create your account and fill up the online application form.
Apply Now
LEARNING FOR LIFE
GET COUNSELLED by our Experts
GAIN fundamental skills and start learning through online LIVE internships with NUS, HPE and SoftBank.
Become a PRO and specialize with our on-campus experiential internships with NUS, NTU and HPE.
ENGAGE and GIVE BACK to the community through our unique Alumni Initiatives:
• Build your own brand• Conduct online programmes on
our Learning Experience Platform• Mentor on Research Projects/
Higher Ed/Internships
START DISCOVERING programmes on our website.
SUBSCRIBE to our mailing list to receive updates on domain specific industry and higher education trends.
ATTEND WEBINARS and WORKSHOPS by industry experts, Forbes 30 under 30 entrepreneurs, students from Ivy League universities.
GET ACCESS to our carefully curated case studies, success stories and
insightful blogs on higher education/ careers.
“Some are born great, some achieve greatness, and some have greatness thrust upon them.”-William Shakespeare
8 Eu Tong Sen Street, #14-94The Central, Singapore – 059818
www.corporategurukul.com
#GoodToGreat