Get updates on Eligibility, Admission, Placements Fees Structure
Quick Facts
| Medium Of Instructions | Mode Of Learning | Mode Of Delivery |
|---|---|---|
| English | Self Study | Video and Text Based |
Course Overview
The How to Win a Data Science Competition: Learn from Top Kagglers online course is a part of Coursera’s Advanced Machine Learning Specialisation. It is a course in the Data Analysis domain and undertaking this course will help you push your limits, and boost your career in data science.
The Coursera How to Win a Data Science Competition Course is not a basic machine learning programme. It trains you to get a head-up on your competitors and get high-rank solutions. It gives you a better understanding of practical applications of machine learning methods.
How to Win a Data Science Competition: Learn from Top Kagglers certification course has a plethora of expert professors and research data scientists who will teach you for the duration of this course. It is offered by the National Research University Higher School of Economics which is one of the top research universities in Russia. You will earn a shareable certificate upon completion, and you can share your skills in data science.
The Highlights
- Online learning programme
- Discussion forum
- Financial aid available
- Shareable certificate
- Flexible deadlines
- Advanced level course
- Lectures in English with subtitles in various languages
- Self-paced training
- Offered by National Research University Higher School of Economics
Programme Offerings
- Shareable Certificate
- discussion forum
- Email Updates and Communication
- Course Completion in Approximately 53 Hours
- Intermittent Quizzes
- Reading Material
Courses and Certificate Fees
| Certificate Availability | Certificate Providing Authority |
|---|---|
| yes | Coursera |
For the How to Win a Data Science Competition: Learn from Top Kagglers course, you can access the 7-course Specialisation in Advanced Machine Learning and get a shareable certificate. Besides, you can opt for the Coursera Plus monthly subscription to access this course, along with other 3000 learning programs.
How to Win a Data Science Competition: Learn from Top Kagglers Fee Structure
Course | Fee |
7-course specialisation | Rs. 3,686/month |
Eligibility Criteria
The prerequisites for the How to Win a Data Science Competition Programme by Coursera involves knowledge of Python and Machine Learning. In Python, you must understand plotting figures in Matplotlib, working with DataFrames in pandas, Scikit-learn, LightGBM, and XGBoost. For ML, fundamental knowledge of linear models, neural networks, and K-NN are essential concepts.
What you will learn
After satisfactory completion of all the modules of the How to Win a Data Science Competition: Learn from Top Kagglers class program, you will:
- Learn solving predictive modelling competitions quickly
- Learn skills which can be applied in the real world
- Understand the preprocessing of data and generating new features from texts, images, etc.
- Develop an understanding of generating mean and other advanced feature engineering methods
- Benchmark your solutions by forming trusted validation techniques
- Perform data interpretation, and analysis experience is gained
- Know about inconsistencies, errors, and other issues related to data
- Study about combining and the ensemble of various machine learning models
- See past winning codes and be able to read them
Who it is for
Admission Details
To apply for How to Win a Data Science Competition: Learn from Top Kagglers live course, you must follow the following steps:
Step 1. Go to the Coursera website- https://www.coursera.org/.
Step 2. Search for ‘How to Win a Data Science Competition: Learn from Top Kagglers’ course in Coursera’s catalogue and open the course information page.
Step3. Click on the ‘Enroll’ option on the page.
Step 4. Follow the instructions to enrol in the course, and if you are subscribing to Coursera for the first time, you might get the ‘free trial’ option.
Step 6. Finally, make the payment if you are purchasing the courses in the specialisation and desire a certificate on course completion. You get complete access to all seven courses in the Advanced Machine Learning specialisation. Or, you can choose to audit a single course.
Application Details
To enrol in the How to Win a Data Science Competition Programme by Coursera, sign up or sign in on Coursera with your Google/Facebook/Coursera ID. To view the programme resources, use the 7-day free trial option. However, to access programme certification, you need to upgrade by buying the programme.
The Syllabus
About the University
Course overview
Competition mechanics
Kaggle overview
Main ML algorithms recap
System requirements
Numeric features
Datetime
Coordinates
Categorical features
Ordinal features
Missing values handling
Word2vec, CNN
Introduction
Building intuition
Anonymised data
Visualisations
Springleaf competition EDA
Numerical competition
Introduction
Overfitting
Validation strategies
Challenges associated with overfitting
Data splitting techniques
Introduction
Expedia challenge
Leaderboard probing
Rare data leaks example
Motivation
Regression Metrics
Classification metrics
Metric optimisation approaches
Regression metrics optimisation
Optimisation of classification metrics
Mean encoding
Extensions
Regularisation
Generalisations
Statistics
Distance-based features
t-SNE
Feature interactions
Hyperparameter tuning
Practical guide
KazAnova’s competition pipeline
Ensemble methods
Boosting
Bagging
StackNet
Stacking
CatBoost
Ensembling tricks and tips
Springleaf response
Crowdflower competition
MS Malware Classification
Acquired value shoppers problem
Trip type classification: Walmart
HSE University Frequently Asked Questions (FAQ's)
If you have chosen to take the course in audit mode, you can access most of the course materials for free. Further, you get access to the course material from the get-go.
On subscribing for the How to Win a Data Science Competition-Learn from Top Kagglers Course, you can access all course materials and get your assignments graded. On course completion, you will get an electronic certificate for your accomplishment.
You can avail financial assistance for the Coursera How to Win a Data Science Competition: Learn from Top Kagglers course. You can apply for the same by filling out an application with certain details. Upon approval, you will be duly notified.
The How to Win a Data Science Competition: Learn from Top Kagglers Online Course does not carry any university credits.
This course has given fresh career opportunities to 14 percent of the course-takers. Twenty percent of the individuals have received a promotion, or raise after completion of this course. Palpable career benefits have been received by 22 percent of the learners.