4.17 out of 5
4.17
3 reviews on Udemy

SGLearn@Python for Data Science & Machine Learning Bootcamp

This is an Adapted Course for Singaporeans picking up new skillsets and competencies under the CITREP+ Scheme.
Instructor:
DioPACT SG
12 students enrolled
Use Python for Data Science and Machine Learning
Use Spark for Big Data Analysis
Implement Machine Learning Algorithms

Welcome to the SGLearn Series targeted at Singapore-based learners picking up new skillsets and competencies.

This course is an adaptation of the same course by Jose Marcial Portilla and is specially produced in collaboration with Jose for Singaporean learners. If you are a Singaporean, you are eligible for the CITREP+ funding scheme, terms and conditions apply.

————— 

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!

Course Introduction

1
Introduction to the Course
2
Course Help and Welcome

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

3
Course FAQs

Check out FAQs for the course!

Environment Set-Up

1
Environment Set-up and Installation

Get everything Set-up on your Computer!

Jupyter Overview

1
Jupyter Notebooks

Learn about the Jupyter Notebook System!

2
Optional: Virtual Environments

Optional Lecture on Virtual Environments

Python Crash Course

1
Welcome to the Python Crash Course Section!

Just a quick introduction of the section from me personally!

2
Introduction to Python Crash Course

Get a quick Crash Course in Python!

3
Python Crash Course - Part 1

Get a quick Crash Course in Python!

4
Python Crash Course - Part 2

Get a quick Crash Course in Python!

5
Python Crash Course - Part 3

Get a quick Crash Course in Python!

6
Python Crash Course - Part 4

Get a quick Crash Course in Python!

7
Python Crash Course Exercises - Overview

Get a quick Crash Course in Python!

8
Python Crash Course Exercises - Solutions

Get a quick Crash Course in Python!

Python for Data Analysis - NumPy

1
Welcome to the NumPy Section!

Just a quick introduction of the section from me personally!

2
Introduction to Numpy

Part of the NumPy Section of the Course!

3
Numpy Arrays

Part of the NumPy Section of the Course!

4
Quick Note on Array Indexing

Quick note on Numpy Array!

5
Numpy Array Indexing

Part of the NumPy Section of the Course!

6
Numpy Operations

Part of the NumPy Section of the Course!

7
Numpy Exercises Overview

Part of the NumPy Section of the Course!

8
Numpy Exercises Solutions

Part of the NumPy Section of the Course!

Python for Data Analysis - Pandas

1
Welcome to the Pandas Section!

Just a quick introduction of the section from me personally!

2
Introduction to Pandas

Part of the Pandas Section of the Course!

3
Series

Part of the Pandas Section of the Course!

4
DataFrames - Part 1

Part of the Pandas Section of the Course!

5
DataFrames - Part 2

Part of the Pandas Section of the Course!

6
DataFrames - Part 3

Part of the Pandas Section of the Course!

7
Missing Data

Part of the Pandas Section of the Course!

8
Groupby

Part of the Pandas Section of the Course!

9
Merging Joining and Concatenating

Part of the Pandas Section of the Course!

10
Operations

Part of the Pandas Section of the Course!

11
Data Input and Output

Part of the Pandas Section of the Course!

Python for Data Analysis - Pandas Exercises

1
SF Salaries Exercise Overview

Challenge yourself with some Pandas Exercises!

2
Note on SF Salary Exercise

Quick Note!


3
SF Salaries Solutions

Challenge yourself with some Pandas Exercises!

4
Ecommerce Purchases Exercise Overview

Challenge yourself with some Pandas Exercises!

5
Ecommerce Purchases Exercise Solutions

Challenge yourself with some Pandas Exercises!

Python for Data Visualization - Matplotlib

1
Welcome to the Data Visualization Section!

Just a quick introduction of the section from me personally!

2
Introduction to Matplotlib

Learn about Data Visualization with Matplotlib and Python!

3
Matplotlib Part 1

Learn about Data Visualization with Matplotlib and Python!

4
Matplotlib Part 2

Learn about Data Visualization with Matplotlib and Python!

5
Matplotlib Part 3

Learn about Data Visualization with Matplotlib and Python!

6
Matplotlib Exercises Overview

Learn about Data Visualization with Matplotlib and Python!

7
Matplotlib Exercises - Solutions

Learn about Data Visualization with Matplotlib and Python!

Python for Data Visualization - Seaborn

1
Introduction to Seaborn

Learn about Data Visualization with Seaborn and Python!

2
Distribution Plots

Learn about Data Visualization with Seaborn and Python!

3
Categorical Plots

Learn about Data Visualization with Seaborn and Python!

4
Matrix Plots

Learn about Data Visualization with Seaborn and Python!

5
Regression Plots

Learn about Data Visualization with Seaborn and Python!

6
Grids

Learn about Data Visualization with Seaborn and Python!

7
Style and Color

Learn about Data Visualization with Seaborn and Python!

8
Seaborn Exercise Overview

Learn about Data Visualization with Seaborn and Python!

9
Seaborn Exercise Solutions

Learn about Data Visualization with Seaborn and Python!

Python for Data Visualization - Pandas Built-in Data Visualization

1
Pandas Built-in Data Visualization

Learn about Data Visualization with Pandas and Python!

2
Pandas Data Visualization Exercise

Learn about Data Visualization with Pandas and Python!

3
Pandas Data Visualization Exercise- Solutions

Learn about Data Visualization with Pandas and Python!

Python for Data Visualization - Plotly and Cufflinks

1
Introduction to Plotly and Cufflinks

Learn about Data Visualization with Plotly and Python!

2
Plotly and Cufflinks

Learn about Data Visualization with Plotly and Python!

Python for Data Visualization - Geographical Plotting

1
Introduction to Geographical Plotting

Learn how to create Geographical Plots!

2
Choropleth Maps - Part 1 - USA

Learn how to create Geographical Plots!

3
Choropleth Maps - Part 2 - World

Learn how to create Geographical Plots!

4
Choropleth Exercises

Learn how to create Geographical Plots!

5
Choropleth Exercises - Solutions

Learn how to create Geographical Plots!

Data Capstone Project

1
Welcome to the Data Capstone Projects!

Just a quick introduction of the section from me personally!

2
911 Calls Project Overview

Take everything you know and work on a Capstone Project!

3
911 Calls Solutions - Part 1

Take everything you know and work on a Capstone Project!

4
911 Calls Solutions - Part 2

Take everything you know and work on a Capstone Project!

5
Finance Data Project Overview

Take everything you know and work on a Capstone Project!

6
Finance Project - Solutions Part 1

Take everything you know and work on a Capstone Project!

7
Finance Project - Solutions Part 2

Take everything you know and work on a Capstone Project!

8
Finance Project - Solutions Part 3

Take everything you know and work on a Capstone Project!

Introduction to Machine Learning

1
Welcome to the Machine Learning Section!

Just a quick introduction of the section from me personally!

2
Link for ISLR

Check out ISLR

3
Introduction to Machine Learning

Master Machine Learning with Python!

4
Machine Learning with Python

Master Machine Learning with Python!

Linear Regression

1
Linear Regression Theory

Learn Linear Regression with Python!

2
model_selection Updates for SciKit Learn 0.18

Just a quick Note!

3
Linear Regression with Python - Part 1

Learn Linear Regression with Python!

4
Linear Regression with Python - Part 2

Learn Linear Regression with Python!

5
Linear Regression Project Overview

Learn Linear Regression with Python!

6
Linear Regression Project Solution

Learn Linear Regression with Python!

Cross Validation and Bias-Variance Trade-Off

1
Bias Variance Trade-Off

Learn about the Bias Variance Trade Off

Logistic Regression

You can view and review the lecture materials indefinitely, like an on-demand channel.
Definitely! If you have an internet connection, courses on Udemy are available on any device at any time. If you don't have an internet connection, some instructors also let their students download course lectures. That's up to the instructor though, so make sure you get on their good side!
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