Master Data Science In 4 Weeks (Beginner Level)

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Details

1. Please check https://yiduai.sg/training_program/ for detailed information.
Email: [masked].

2. Why This Program
1). Learn from Experts in Data Science:
4-week course on data science from excellent instructors and TAs.

2). Fully Hands-on:
4 in-class projects and 4 after-class assignments.

3). Project Competition with Awards:
There will be a final course project competition with real-world dataset. Top 3 Winner teams will be awarded S$[masked].

4). Job Opportunity:
Yidu AI has a strong network with many technology companies around Singapore and mainland China. You can get the referral from us if you wanna join these top tech companies.

5). Networking:
Student will have chance to communicate with YiDu AI community (Thousands of top AI researchers and data scientists).

3. Curriculum
1). 4 Weekend courses: 1.5 hours teaching + 1.5 hours hands-on in-class project

2). Hands-on Exercises: We will prepare in-class project every week. Students will have opportunities to work with assistance from TAs.

3). Course Project: There will be a final course project competition with real-world dataset. Top 3 Winner teams will be awarded S$[masked].

Week 1 (23 Mar 9:00am - 12:00pm)
Contents:
Introduction to data science and machine learning
Pipeline of machine learning
Feature Engineering
In-class Project:
Hands-on with Python and related packages

Week 2 (30 Mar, 9:00am - 12:00pm)
Contents:
Linear Regression
Logistic Regression
Feature Selection and Cross validation
In-class Project:
Spam Email Detection

Week 3 (6 Apr 9:00am - 12:00pm)
Contents:
Decision tree
Ensemble learning
XGBoost and Random forest
In-class Project:
Credit Risk Analysis

Week 4 (13 Apr 9:00am -12:00pm)
Contents:
SVM for classification
Neural networks
Conclusion
In-class Project:
Image Classification

4. Instructor
Mr. Yuan Yancheng

Founder of YiDu AI. Co-founder of Foreins. Now PhD student at NUS.

5+ years experience in Optimization Algorithms, Machine Learning and Computer Vision. Co-author of State-Of-the-Art optimization solver.

5. Target Participants
Anyone who is interested in Data Science.

6. Application
Please fill out the your basic information in the application form and make the payment via this link: https://www.eventbrite.sg/e/master-data-science-in-4-weeks-beginner-level-23-mar-13-apr-tickets-56382994053. We will come back to you soon.

Timeline: The course will happen in each Saturday starting from 23rd March until 13th April.

Location: Fusionopolis

Program fees: S$ 399. We accept at most 50 students for this program. Please register early if you want to attend.

Early Bird Price (first 15 registrants): S$ 329.