Metis Data Science Bootcamp @ Kaplan |

Here's what you'll learn at the bootcamp.

Course Details

12-Week, in-person Bootcamp

Monday - Friday, 9:00am - 6:00pm

2-3 hours of classroom instruction daily

4-6 hours of development and project work

Conveniently located at Kaplan City Campus @ PoMo, Singapore

Entry Requirements

Minimum Age: 21

Academic Level: Minimum A-Level or Higher with working experience in Science, Tech, Engineering, Mathematics (STEM) related industries

Language Proficiency: GCE O-Level pass equivalent of English proficiency

Work Experience: Not required, but candidates should ideally demonstrate, through the application process including the coding challenges, that they have programming experience (ie. writing code) and experience studying or using statistics, machine learning or computational modeling by way of previous coursework, research or job-related experience.

An applicant is required to go through an interview session as part of the selection process.

Our next Metis Data Science bootcamp is scheduled to start on 15^th December 2020. Contact Us to find out more.

Online Pre-Work

25 hours minimum of academic pre-work and variable hours to setup.

Bootcamp Summary

Week 1: Introduction to the Data Science Toolkit

Exploratory Data Analysis, Bash, Git & GitHub, Python, pandas, matplotlib, Seaborn

Week 2: Linear Regression and Machine Learning Intro

Web scraping via BeautifulSoup and Selenium, regression with statsmodels and scikit-learn, feature selection overfitting and train/test splits, probability theory.

Week 3: Linear Regression and Machine Learning Continued

Regularisation, hypothesis testing , intro to Bayes Theorem

Week 4: Databases and Introduction to Machine Learning Concepts

Classification and regression algorithms (Knn, logistic regression, SVM, decision trees, and random forest), SQL concepts, cloud servers

Week 5: More supervised learning algorithms & web tools

Naive Bayes, stochastic gradient descent and intro to Deep Learning, Full stack in a nutshell: Python Flask, Javascript and D3.js

Week 6: Statistical Fundamentals

MLE, GLM, Distributions, Databases (RESTful APIs, NoSQL databases, MongoDB, pymongo) Natural Language Processing techniques

Week 7: Unsupervised Machine Learning

Various clustering algorithms, including K-means and DBSCAN, dimension reduction techniques (PCA, SVD, LDA, NMF)

Week 8: More Deep Learning & Unsupervised Learning

Deep Learning via Keras, Recommender Systems

Week 9: Big Data

Hadoop, Hive & Spark, Final project initiated

Week 10-12: Final Project

Meet your Instructors.

Neo Han Wei

Han Wei is an experienced data scientist with a proven track record for solving business challenges with data science.

He has years of industry experience in the Banking, Consulting, Re-insurance and Telecommunication sectors. Before Metis Data Science Bootcamp, he built DBS Bank's first Deep Learning Recommender System for product advertisements on internet and mobile banking. In addition to working in Singapore, Han Wei has also worked in San Francisco, Shanghai and Sydney.

Above all, he is an avid learner of all things. His current interests include Amazon Web Services (AWS), Reinforcement Learning and interesting applications of Transfer Learning.

A M Aditya

With over seven years in commercial consulting, training and industry experience in data science and computer vision, Aditya has acquired extensive technical knowledge across various industries such as manufacturing, banking and finance, insurance and sales.

Having co-founded a start-up that provides consulting and training services in emerging technologies such as A.I., Cloud and Big Data, he has worked with many clients and trained numerous professionals in Singapore.

Aditya's avid interest in technology and programming led him to pursue a Master's Degree in Data Science and Knowledge Engineering, enhancing his capabilities in data analytics and machine learning.

Desmond Sek

Desmond has more than seven years of experience in the industry and is passionate about enabling the next wave of tech disruptions such as Data Science, Artificial Intelligence (AI) and Augmented Reality (AR).

His involvement in various projects allows for exposure to the full spectrum of architecting, designing, developing and maintaining enterprise systems on both web and mobile. He is experienced in merging traditional software engineering and the cutting-edge developments in business intelligence, data analytics and artificial intelligence.

As Co-Founder of Xaltius Pte Ltd in Singapore, he spearheads new travel and healthcare products using AI/AR technologies. He also trains students and professionals in the fields of Data Analytics and Visualisation, Computer Vision and Application Development, and is proficient in using tools like Excel, Tableau, Python, R and TensorFlow.

You've completed your bootcamp training.
Now let's get you hired.

Employability Skills Workshop

The Employability Skills Workshop is designed to equip individuals with the necessary skills to enhance their employability. Participants learn how to enhance their confidence in job search and sharpen their job search skills. For example, they learn how to write a good resume and best position their LinkedIn profile, what to wear to an interview, and how to handle interviews.

Company Site Visits

Visit hiring companies, learn about their culture, and how companies use data science in their daily operations.

Mock Interviews

Participate in a technical interview, including whiteboard practice, with our instructors.

Speaker Series

Learn from industry experts through our invited speakers.

Career Day

Present your final passion project to employers and meet hiring companies.

Data Science Training

Metis accelerates the careers of data scientists by providing full-time immersive bootcamps.

Here's what you'll learn at the bootcamp.

Course Details

Entry Requirements

Online Pre-Work

Bootcamp Summary

Meet your Instructors.

Neo Han Wei

A M Aditya

Desmond Sek

Info Sessions and Events.

You've completed your bootcamp training.
Now let's get you hired.

Employability Skills Workshop

Company Site Visits

Mock Interviews

Speaker Series

Career Day

—Brennan Biddle, Capital One

Here's what you'll learn at the bootcamp.

Course Details

Entry Requirements

Online Pre-Work

Bootcamp Summary

Meet your Instructors.

Neo Han Wei

A M Aditya

Desmond Sek

Info Sessions and Events.

You've completed your bootcamp training.Now let's get you hired.

Employability Skills Workshop

Company Site Visits

Mock Interviews

Speaker Series

Career Day

—Brennan Biddle, Capital One

You've completed your bootcamp training.
Now let's get you hired.