Call +65 6100 0613

Instructor-Led Classroom Adult Training in Singapore - Learn New Skills to Enhance Your Employability from our SkillsFuture Courses

Python Machine Learning with Scikit Learn Training

This training aims to equip you with basic machine learning knowledge using Python scikit-learn package such as regression, classification, clustering, decision trees and neural networks. The topics include:

  • Supervised Learning
  • Classification
  • Linear regression
  • Unsupervised Learning
  • Clustering
  • Principal Component Analysis (PCA)
  • Decision Tree
  • Basics of Neural Network


Click here to submit SkillsFuture Credit for Individual

SSG WSG SkillsConnect WDA Absentee Payroll for Company

Course Code: CRS-N-0033664

Course Booking

$298.00

Course Date

Course Time

* Required Fields

Course Cancellation/Reschedule Policy

We reserve the right to cancel or re-schedule the course due to unforeseen circumstances. If the course is cancelled, we will refund 100% to participants.
Note the venue of the training is subject to changes due to class size and availability of the classroom.
Note the minimal class size to start a class is 3 Pax.

Course Details

Module 1 Getting Started on Scikit-Learn

  • What is Machine Learning
  • Machine Learning Steps
  • What is Scikit-Learn
  • Installing Scikit-Learn

Module 2 Datasets

  • What is Dataset 
  • Iris Dataset
  • Handwritten Digits Dataset
  • Boston Housing Price Dataset
  • Splitting Datasets for Training/Testing

Module 3 Supervised Learning

  • What is Supervised Learning
  • Key Classifiers Algorithms - KNN, SVM, GNB, DT, Ensemble
  • Performance Metric and Errors
  • Model Persistence
  • Regression

Module 4 Unsupervised Learning

  • What is Unsupervised Learning
  • Key Clustering Algorithms - K-Means, Mean Shift, Agglomerative
  • Dimensionality Reduction - PCA

Module 5 Neural Network

  • What is Neural Network?
  • Multi Layer Perceptron Classifier
  • Hidden Layers
  • Activation Function
  • Solver
  • Learning Rate
  • Momentum

Who Should Attend

  • Data Analysts
  • Data Scientists
  • Financial Analytics
  • Engineers
  • Digital Marketers

Prerequisite

Students need to know basic python knowledge

Trainers

Python TrainerDr Brandon Ooi has a Bachelors degree in Computer Engineering and a PhD in Bioengineering from the National University of Singapore. He has published papers on machine learning, bioinformatics and microarray data analysis. He has six years of teaching experience at the polytechnic level and was also involved in the creation and teaching of modules for adult learners.

Chief Trainer in Tertiary CoursesDr. Alfred Ang is the founder of Tertiary Courses. He is a serial entrepreneur. He founded OSWeb2Design Singapore Pte Ltd in 2007 offering web development, e-commerce store development, graphics design, ebook publishing, mobile apps development, and digital marketing services. He established the first online gardening store in Singapore, Eco City Hydroponics Pte Ltd in 2000, offering a wide range of gardening products such as seeds, plant nutrients, hydroponics kits etc. Eco City Hydroponics has become the most popular and successful gardening store in Singapore. He founded Tertiary Infotech Pte Ltd in 2012 and transformed the business to a training platform, Tertiary Courses in 2014. Tertiary Courses offers a wide range of SkillsFuture courses for PMETs to upgrade their skills and knowledge. He also established Tertiary Courses Malaysia in 2016. He also founded Tertiary Robotics in 2015 offering Arduino, Raspberry Pi, Microbit and Robotics products

Dr. Alfred Ang earned his Ph.D. from National University of Singapore in 2000, majoring in Electrical and Electronics Engineering. He also completed an online MBA course with U21 Global based in Australia. He obtained his B.Sc (Hons) from National University of Singapore in 1992, majoring in Physics. He topped his Physics cohort for 3 consecutive years and funded his degree study with Book price, awards and tuition. He has worked in Defence, Electronics and Semiconductor Industries. His current interests include Machine Learning, Deep Learning, Artificial Intelligence, Internet of Things, Robotics and Programming.

Dr. Alfred Ang was Distinguished Toastmasters and Senior Member of IEEE

Python TrainerDr. Sarita Singh received her Ph.D. degree for her work done in the area of Information Security. She is the recipient of the prestigious Infosys fellowship for pursuing her Ph.D. Programme. She has more than twenty-five years of teaching and research experience in Singapore, Malaysia and India in the field of Programming, Information Security, Web-application Development, Computer Networks and Engineering related modules.

She has presented papers at several National and International Conferences and has written articles for magazines. She has authored text-books for Engineering courses as well.

BioinformaticsTrainerDr Zheng Zejun has seven years’ experience in the data-mining field. Zejun worked as a (Sr.) bioinformatics scientist for six years and currently works as a data scientist manager. Dr. Zheng;s expertise covers machine learning, statistics, algorithm design, bioinformatics and high performance computing. He has published three machine learning algorithms on well-recognized academic journals together with the open source software (CUDA-CRISY, FSOM, DYSC). Zejun is professional with an extensive set of programming languages, including C/C++, Python, R, JAVA and flask for data driven analytics and scalable computing. He has also a broad knowledge of algorithms and mathematical models in the data-mining field.

TrainerWee Chee Hong is a veteran consultant in the field of Engineering Design. He has over 20 years experience in electronics/ IT industry with several MNCs including Compaq, Adaptec, Agilent, etc., with specialization in Automation System Design (drilling/ milling machine, 3D machine automation, machine data collection, test & measurement electronics design), Motion control design & applications. With wide technical skill set in development language/ tools .Net, Java, PowerBuilder to C++/ C/C#, he has also strong knowledge in development of firmware for microcontroller such as PIC, ARM and others.

Chee Hong graduated with a B.Eng degree in Electrical Electronics Engineering and holds a Master Degree of Technology from NUS.

Python TrainerDr. Yongxin (Steve) has more than five years of solid industrial and research experiences in data analytics. He held PdD on operations research in National University of Singapore. After his Phd study, he worked as data analyst and scientist in manufacturing and commodity trading companies. He is specialized in analyzing, visualizing and mining complex time series data using Python tools sucha as Pandas, Numpy, Matplotlib, SK-Learn, Tensorflow etc. He did research on predictive analytics on various systems e.g., Forex and commodity trading, system performance prediction, machine maintenance, etc. Besides data analytics using Python, he also extended his expertise in Microsoft Excel VBA, Hadoop big data platforms such as AWS and Microsoft Azure. In addition, he is strong in mathematical modelling and has cross-disciplinary domain knowledge in operations research, currency and commodity trading and industrial automation.

Robotics Python TrainerMing Liang is an up-and-coming developer with expertise ranging from deep learning to hardware like the raspberry pi. He specialises mostly in the area of data science and machine learning and has won several hackathons and is ranked highly in international competitions. Furthermore, he has also done projects as part of the maker community in Singapore and build his own 3D printer as well

Big Data TrainerSunny Prakash is a Big Data Architect with Programming Background . He has around 7 years of IT experience. He has worked on Various Enterprise level solution. He is skilled in Cloud computing and Big Data Solution building in various Industrial sector and domain.

With an Strong background in Coding skills, he has a strong grips on Java,Python ,Scala ,HTML,JavaScript, Node Programming. Data Science is another specification where he has worked with larger Enterprises for finding their Data Insight and building Machine Learning mode

Python Finance TrainerJohnson Ang has a Masters in IT Analytics from SMU and is certified and a member of GARP, CQF andFSM. He has more than 8 years of working experience, of which 4 years of experience in the Banking Wide Operations and has been particularly involved in mega IT Analytic banking projects within the Risk Management and Financial Instrument sphere.

He can offer varied solid perspectives and has experience working with folks from all sorts of background, such as Developers, Traders/Dealers, CxOs, Programmers, Project Managers, Auditors, Head/Country Directors, Regulators, RMs, which is particularly during his stint in the Front, Middle and Back Office, as well as industry such as Real Estate, FMCG, Construction and Education Sector.

Not only he is familiar with typical banking software, but also has also been acquainted with popular tools such as SAS, JMP, Oracle, VBA, Access, Python, R, C, Java and many more. He has also developed a strong passion for Mathematics, Trading and Computing at a young age and has been a self-professed Algo-Trader having a Sharpe ratio of >3 and a passionate Math Tutor having taught over hundreds of students from Primary to University level.

Customer Reviews (7)

Will RecommendReview by Tan Kai Xiang, Terence
1. Do you find the course meet your expectation?
2. Do you find the trainer knowledgeable in this subject?
3. How do you find the training environment
Installation of right version of software can help to save time addressing the set up issue in class. The version of Python does not support certain functionalities. In the end, some time was spent to do installation in class again. (Posted on 10/14/2017)
Will RecommendReview by Visa1
1. Do you find the course meet your expectation?
2. Do you find the trainer knowledgeable in this subject?
3. How do you find the training environment
Alfred was good, however, it would be great if he would be more receptive to questions (Posted on 8/3/2017)
Will RecommendReview by Parimal
1. Do you find the course meet your expectation?
2. Do you find the trainer knowledgeable in this subject?
3. How do you find the training environment
By giving a take home real time project to try on own (Posted on 8/2/2017)
GreatReview by Pier
1. Do you find the course meet your expectation?
2. Do you find the trainer knowledgeable in this subject?
3. How do you find the training environment
I enjoyed the course. For a one day course the amount covered is sufficient.
Suggestions for other courses could be something focused on say, recommendation engines. (Posted on 7/9/2017)
Will RecommndReview by Vincent
1. Do you find the course meet your expectation?
2. Do you find the trainer knowledgeable in this subject?
3. How do you find the training environment
Nil (Posted on 12/28/2016)
Will RecommendReview by Koh Lai Cheng
1. Do you find the course meet your expectation?
2. Do you find the trainer knowledgeable in this subject?
3. How do you find the training environment
I think one of the participant clearly did not understand what is the course he has signed up and repeatedly asked the same questions again and again. I feel the instructor should moderate such questions for the sake of time. I was early to come to the course and end up needing to go home late, so of course I must say I am not exactly happy about it. Although I understand that this is no fault of the school, but I just felt that some sensitivity is necessary. I am not sure what is the reason, but it could also be the course details did not clearly stated the requirements and expectation participants should have of the course. (Posted on 8/28/2016)
Will recommendReview by stella
1. Do you find the course meet your expectation?
2. Do you find the trainer knowledgeable in this subject?
3. How do you find the training environment
ensure to improve schedule management (Posted on 6/30/2016)

Write Your Own Review

You're reviewing: Python Machine Learning with Scikit Learn Training

How do you rate this product? *

  1 star 2 stars 3 stars 4 stars 5 stars
1. Do you find the course meet your expectation?
2. Do you find the trainer knowledgeable in this subject?
3. How do you find the training environment
  • Reload captcha

Tags

Other people marked this product with these Subjects:

Use spaces to separate Subjects. Use single quotes (') for phrases.

You May Be Interested In These Courses