Organized by MUST Research Labs in association with
Center for Innovation and Entrepreneurship (CIE), IIIT Hyderabad and Headstart
TARGET AUIDENCE
Fresh Technical Graduates (BE, BTech, ME, MTech, MS, MCA etc.), Young Entrepreneurs,
Next-Gen Leaders, New Startup Co-Founders, IT Professionals, Junior Data Scientists
THEMES (HEARTS)
- Healthcare – survival analysis, medical image and document processing, treatment optimization etc.
- Education – special education, speech to text, automatic evaluation, math solver etc.
- Agriculture – crop sowing forecast etc.
- Retail – demand – supply, pricing, recommendation etc.
- Transportation – route optimization, road safety, auto-scheduling, connected cars etc.
- Smart Cities – e-governance etc.
APPROACH
- Subject Matter Expert driven Online Interactive Program
- Virtual Hands-on Practicals
- Remote Mentoring and Doubt Clearing Sessions
- Individual Group wise Assessment and Feedback
- Participants and Mentors across the Nation
PREREQUISITE
- System: Laptop with Internet
- Programming Language: Python
- Fundamentals of Mathematics: Linear Algebra, Calculus, Combinatorics etc.
- Basic Statistics: Variable, Distribution, Probability Theory etc.
- Tools: Google Colab / Git
- Presentation / Documentation: Google Slide, Google Doc etc.
- BYOD: Laptop with Internet
TIMELINE
Deadline for Early Bird Applications: 30th March 2021
Bootcamp Dates Batch 1 (Tentative) : 15th April 2021
Bootcamp is spread over 3 weekends
SCHEDULE
*Click on day to view schedule
- Week 1 Day 1 (Data Science and Analytics)
- Week 1 Day 2 (Machine Learning Algorithms)
- Week 2 Day 1 (Ideation and Implementation)
- Week 2 Day 2 (Applied Deep Learning)
- Week 3 (Presentation)
1st Half
Theme: Understanding Data
Setup Real Data, Use Cases (Examples), Overview of AI and ML Process, Understanding Data, Data Cleansing / Missing Value Interpretation, Exploratory Analysis, Visualization, Problem Statements
2nd Half
Theme: Modeling and Prediction
Descriptive Analytics, Variable Transformation, Feature Engineering, Model Training (Examples)
Lab Activities:
Python Programming, Connecting the Dots between Data and Business, Modeling and Visualization
Sunday
1st Half
Theme: Supervised Learning
Case Studies on Supervised ML, Regression Analysis, Classification Methods, Binary, Multi-Class, Inferencing, Evaluation and Error Analysis, Accuracy, Precision, Recall
2nd Half
Theme: Unsupervised Learning
Case Studies on Unsupervised ML, Clustering Techniques, Recommendation System
Lab Activities:
Supervised and Unsupervised Learning Use Cases and Exercises
1st Half
Theme: End-to-End Development
Intro to Product Design, Brainstorming with Ideas and Data from Participants, Coding Assignments, End-to-End Validation and Testing
2nd Half
Theme: Applied Artificial Intelligence
Mentoring and Fine-Tuning Ideas, Intro to Neural Networks (ANN)
Lab Activities:
Implementation of Minimum Viable Product with Bottom-up Approach
1st Half
Theme: Computer Vision
Intro to CNN, Applications: Computer Vision, Practicals: Object Detection etc.
2nd Half
Theme: Natural Language Processing
Intro to RNN / LSTM, Applications: Natural Language Processing, Practicals: Language Modeling etc.
Lab Activities:
Computer Vision and Natural Language Processing Hands-on Coding using Python
Saturday
1st Half
Theme: Preparation
Preparation of Minimum Viable Product and Proof of Concept, Mentor Feedback and Iterations, Presentation Review
2nd Half
Theme: Demonstration
Final Product Pitch, Keynote by Jury Members, Conclusion, Awards and Announcements, Vote of Thanks
Lab Activities:
Unit Testing and Integration Testing, Reporting etc.
FEE STRUCTURE
Fees: 10,000 INR Early Bird(Applicable till March 30th 2021)
20,000 INR Regular
Payment Methods
Bank Transfer
A/c Name: MUST RESEARCH LABS LLP
A/c No: 180405006490
IFSC: ICIC0001804
UPI: mustresearchlabs90@icici
IN NEWS
Learning from industry professionals at MUST Research and leveraging the incubation platform at CIE, IIIT Hyderabad and getting Entrepreneurship Support from Headstart!
Contact: Cieoutreach@iiit.ac.in if any queries
