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


SkillsFuture Credit Applicable for Individual

WDA Training Grant Applicable 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 Marketeers

Prerequisite

Students need to know basic python knowledge

Trainers

Tensorflow 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

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

Customer Reviews (6)

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