SGLearn@Python for Data Science & Machine Learning Bootcamp
0.0 (0 ratings)
Instead of using a simple lifetime average, Udemy calculates a course's star rating by considering a number of different factors such as the number of ratings, the age of ratings, and the likelihood of fraudulent ratings.
3 students enrolled
Wishlisted Wishlist

Please confirm that you want to add SGLearn@Python for Data Science & Machine Learning Bootcamp to your Wishlist.

Add to Wishlist

SGLearn@Python for Data Science & Machine Learning Bootcamp

This is a Duplicate Course for Singaporeans picking up new skillsets and competencies under the CITREP+ Scheme.
0.0 (0 ratings)
Instead of using a simple lifetime average, Udemy calculates a course's star rating by considering a number of different factors such as the number of ratings, the age of ratings, and the likelihood of fraudulent ratings.
3 students enrolled
Created by DioPACT SG
Last updated 6/2017
English
Price: $200
30-Day Money-Back Guarantee
Includes:
  • 22 hours on-demand video
  • 9 Articles
  • 4 Supplemental Resources
  • Full lifetime access
  • Access on mobile and TV
  • Certificate of Completion

Training 5 or more people?

Get your team access to Udemy's top 2,000 courses anytime, anywhere.

Try Udemy for Business
What Will I Learn?
  • Use Python for Data Science and Machine Learning
  • Use Spark for Big Data Analysis
  • Implement Machine Learning Algorithms
View Curriculum
Requirements
  • Some programming experience
  • Admin permissions to download files
Description

Welcome to the SGLearn Series targeted at Singapore-based learners picking up new skillsets and competencies. This course is eligible for the CITREP+ funding scheme if you are a Singaporean above 16 years old, terms and conditions apply. Enjoy the course. 

Do note that this course on Python is by Jose Marcial Portilla and is duplicated for Singaporeans to enjoy the training subsidy from the Singapore government.

_____________ 

Note from Jose .... 

Are you ready to start your path to becoming a Data Scientist! 

This comprehensive course will be your guide to learning how to use the power of Python to analyze data, create beautiful visualizations, and use powerful machine learning algorithms!

Data Scientist has been ranked the number one job on Glassdoor and the average salary of a data scientist is over $120,000 in the United States according to Indeed! Data Science is a rewarding career that allows you to solve some of the world's most interesting problems!

This course is designed for both beginners with some programming experience or experienced developers looking to make the jump to Data Science!

This comprehensive course is comparable to other Data Science bootcamps that usually cost thousands of dollars, but now you can learn all that information at a fraction of the cost! With over 100 HD video lectures and detailed code notebooks for every lecture this is one of the most comprehensive course for data science and machine learning on Udemy!

We'll teach you how to program with Python, how to create amazing data visualizations, and how to use Machine Learning with Python! Here a just a few of the topics we will be learning:

  • Programming with Python
  • NumPy with Python
  • Using pandas Data Frames to solve complex tasks
  • Use pandas to handle Excel Files
  • Web scraping with python
  • Connect Python to SQL
  • Use matplotlib and seaborn for data visualizations
  • Use plotly for interactive visualizations
  • Machine Learning with SciKit Learn, including:
  • Linear Regression
  • K Nearest Neighbors
  • K Means Clustering
  • Decision Trees
  • Random Forests
  • Natural Language Processing
  • Neural Nets and Deep Learning
  • Support Vector Machines
  • and much, much more!

Enroll in the course and become a data scientist today!


Who is the target audience?
  • This course is meant for people with at least some programming experience
Compare to Other Machine Learning Courses
Curriculum For This Course
144 Lectures
21:52:14
+
Course Introduction
3 Lectures 07:15

Just a quick thank you and how to get help in the course!

Preview 00:36

Check out FAQs for the course!

Course FAQs
03:06
+
Environment Set-Up
1 Lecture 08:50

Get everything Set-up on your Computer!

Preview 08:50
+
Jupyter Overview
2 Lectures 23:39

Learn about the Jupyter Notebook System!

Jupyter Notebooks
13:48

Optional Lecture on Virtual Environments

Optional: Virtual Environments
09:51
+
Python Crash Course
8 Lectures 01:24:13

Just a quick introduction of the section from me personally!

Welcome to the Python Crash Course Section!
00:17

Get a quick Crash Course in Python!

Introduction to Python Crash Course
01:26

Get a quick Crash Course in Python!

Python Crash Course - Part 1
19:29

Get a quick Crash Course in Python!

Python Crash Course - Part 2
15:14

Get a quick Crash Course in Python!

Python Crash Course - Part 3
16:39

Get a quick Crash Course in Python!

Python Crash Course - Part 4
15:37

Get a quick Crash Course in Python!

Python Crash Course Exercises - Overview
03:35

Get a quick Crash Course in Python!

Python Crash Course Exercises - Solutions
11:56
+
Python for Data Analysis - NumPy
8 Lectures 01:03:43

Just a quick introduction of the section from me personally!

Welcome to the NumPy Section!
00:10

Part of the NumPy Section of the Course!

Introduction to Numpy
02:12

Part of the NumPy Section of the Course!

Numpy Arrays
16:49

Quick note on Numpy Array!

Quick Note on Array Indexing
00:48

Part of the NumPy Section of the Course!

Numpy Array Indexing
18:23

Part of the NumPy Section of the Course!

Numpy Operations
07:04

Part of the NumPy Section of the Course!

Numpy Exercises Overview
02:46

Part of the NumPy Section of the Course!

Numpy Exercises Solutions
15:31
+
Python for Data Analysis - Pandas
11 Lectures 01:42:36

Just a quick introduction of the section from me personally!

Welcome to the Pandas Section!
00:14

Part of the Pandas Section of the Course!

Introduction to Pandas
01:44

Part of the Pandas Section of the Course!

Series
10:39

Part of the Pandas Section of the Course!

DataFrames - Part 1
15:31

Part of the Pandas Section of the Course!

DataFrames - Part 2
17:10

Part of the Pandas Section of the Course!

DataFrames - Part 3
09:12

Part of the Pandas Section of the Course!

Missing Data
06:19

Part of the Pandas Section of the Course!

Groupby
06:48

Part of the Pandas Section of the Course!

Merging Joining and Concatenating
08:55

Part of the Pandas Section of the Course!

Operations
12:04

Part of the Pandas Section of the Course!

Data Input and Output
14:00
+
Python for Data Analysis - Pandas Exercises
5 Lectures 35:06

Challenge yourself with some Pandas Exercises!

SF Salaries Exercise Overview
01:55

Quick Note!


Note on SF Salary Exercise
00:23

Challenge yourself with some Pandas Exercises!

SF Salaries Solutions
15:25

Challenge yourself with some Pandas Exercises!

Ecommerce Purchases Exercise Overview
02:11

Challenge yourself with some Pandas Exercises!

Ecommerce Purchases Exercise Solutions
15:12
+
Python for Data Visualization - Matplotlib
7 Lectures 01:00:08

Just a quick introduction of the section from me personally!

Preview 00:22

Learn about Data Visualization with Matplotlib and Python!

Preview 03:02

Learn about Data Visualization with Matplotlib and Python!

Matplotlib Part 1
16:57

Learn about Data Visualization with Matplotlib and Python!

Matplotlib Part 2
15:51

Learn about Data Visualization with Matplotlib and Python!

Matplotlib Part 3
11:51

Learn about Data Visualization with Matplotlib and Python!

Matplotlib Exercises Overview
01:46

Learn about Data Visualization with Matplotlib and Python!

Matplotlib Exercises - Solutions
10:19
+
Python for Data Visualization - Seaborn
9 Lectures 01:21:54

Learn about Data Visualization with Seaborn and Python!

Introduction to Seaborn
02:58

Learn about Data Visualization with Seaborn and Python!

Preview 18:20

Learn about Data Visualization with Seaborn and Python!

Categorical Plots
17:17

Learn about Data Visualization with Seaborn and Python!

Matrix Plots
10:14

Learn about Data Visualization with Seaborn and Python!

Regression Plots
07:13

Learn about Data Visualization with Seaborn and Python!

Grids
08:30

Learn about Data Visualization with Seaborn and Python!

Style and Color
08:21

Learn about Data Visualization with Seaborn and Python!

Seaborn Exercise Overview
01:53

Learn about Data Visualization with Seaborn and Python!

Seaborn Exercise Solutions
07:08
+
Python for Data Visualization - Pandas Built-in Data Visualization
3 Lectures 23:44

Learn about Data Visualization with Pandas and Python!

Pandas Built-in Data Visualization
13:27

Learn about Data Visualization with Pandas and Python!

Pandas Data Visualization Exercise
01:22

Learn about Data Visualization with Pandas and Python!

Pandas Data Visualization Exercise- Solutions
08:55
18 More Sections
About the Instructor
DioPACT SG
4.5 Average rating
1 Review
7 Students
11 Courses
SGLearn

Dioworks is an e-learning design company focused on using technology as enablers to make learning easy, engaging and effective. Premised on innovative designs, pedagogy and research, we provide quality learning experiences for learners globally. Dioworks offers bespoke solutions for organisations to integrate learning, training and assessment of work-based competencies via blended learning strategies. We are also the local partner to Udemy in Singapore. 

More specifically, we combine the strengths of Classroom-Facilitated Learning, Massive Open Online Courses (MOOCs) in partnership with UDEMY Inc, and our "Kinetic Coach" automated response training solution to achieve learning outcomes.