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Data Analysis in Python  - Beginner - Singapore.

Learn Python for data analysis, instructor-led course.

All classes delivered remotely, join us live online in Singapore.

Build on the fundamentals taught in our Python Basics course and start to achieve more with Data Analysis using Python. Our experienced trainer will teach you how to manipulate and visualize data. Create custom functions, plot with Matplotlib and create a linear model with scikit-learn. Get a handle on how to use Python and start exploring the freely available tools at your disposal.

Our experienced trainer will deliver this courses live online, answering your questions along the way. Read our full course outline below.

Data Analysis in Python  - Beginner - Singapore.

4.8
see reviews
Nexacu Microsoft Python Courses

We are currently developing these courses. Please contact us to register your interest.

740 610 SGD
10 max
1 day

Singapore

Upcoming Courses:
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Frequently Asked Questions

Meet your Trainer

Tamara Shatar holds a PhD in Agricultural Data Science. She has extensive experience, including many years working as a research scientist focused on data analysis, modelling using machine learning, simulation and other techniques. While working in both academia and at the Australian CSIRO, part of her role included teaching a variety of data analysis skills. She is consistently well reviewed by her students. 

"Great trainer, structure, material and manual. I have completed programming courses before but this one just made more sense! I'm sure it was the trainer. Looking forward to the Intermediate course when it is available." -Using R Beginner Sydney, Australia

Is Python compatible with Microsoft?

Python can be used within a number of Microsoft products. In Power BI, reusable Python scripts can be used to manipulate data and create visualizations. In Azure, machine learning models can be written in Python and trained and deployed within the Azure Machine Learning Workspace.

What is Remote Training?

Remote training at Nexacu, means our team of experienced trainers will deliver your training virtually. With remote learning students can access our usual classroom training courses via video conferencing, ask questions, participate in discussion and share their screen with the trainer if they need help at any point in the course. Students have the same level of participation and access to the trainer as they would in classroom training sessions. 

Data Analysis in Python  Beginner Singapore. Course Details

Price
740 610 SGD
Duration
1 day
Times
9am - 4pm ( approx )
Class Size (max)
10
Class Size (avg)
5
Reference Materials
Provided
CPD Hours
6 hours
Delivery
Instructor-led training
Live Online
Address
Centennial Tower, Levels 21 & 34, 3 Temasek Avenue, Singapore, 039190, Singapore
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Python Course Outlines

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Course Rating
Python Training Courses

4.8 5 Python Training Courses
4.8 out of 5
25075 Student Reviews
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What do I need to know to attend?

Students should have completed our Python Basics course or be familiar with the content covered in it. You should have a foundational knowledge of Python and pandas.

Data Analysis in Python  Beginner Singapore. Learning Outcomes

  • use the extensive data manipulation capabilities of pandas DataFrames
  • customise the display of the output in Jupyter Notebooks
  • create your own custom functions and work with expressions
  • use the plotting capabilities of Matplotlib to plot distributions and bar charts
  • use the data visualisation library, Seaborn, and
  • fit a basic model using scikit-learn.

Data Analysis in Python  Beginner Singapore. Course Content

  • Introduction
  • Data Analysis in Python

 

  • User-Defined Functions in Python
  • Function basics
  • Parameters
  • Positional vs keyword arguments
  • Defining a function
  • Indentation
  • User-Defined Functions in Python (cont'd)
  • Scope
  • *args and **kwargs
  • Unpacking operators
  • Lambda expressions
  • Conditional expressions
  • List comprehensions

 

  • Modify the DataFrame Display
  • pandas options
  • Working with pandas styles
  • Applying a style that is not dependent on values
  • Formatting values
  • String_formats
  • Modify the DataFrame Display (cont'd)
  • Applying a style that is dependent on values
  • Built-in conditional formatting
  • Custom functions for conditional formatting
  • Export to PDF or HTML
  • Create slides

 

  • Copy vs View
  • Setting with copy warning
  • Working with Missing Values

 

  • Missing values
  • inf and -inf
  • Removing missing values
  • Replacing missing values

 

  • Importing Data
  • Importing into a pandas DataFrame

 

  • Manipulating Data
  • Summarise a dataset
  • Report and display multiple summary statistics
  • Using apply() and applymap()
  • Ordering data
  • Manipulating Data (cont'd)
  • Working with dates
  • Add columns with assign()
  • Working with strings
  • Reordering and dropping columns
  • Manipulating Data (cont'd)
  • Selecting rows based on values
  • Grouping and summarising data
  • Replacing values
  • Concatenate data
  • Bin continuous variables into categories

 

  • Working with Relational Data
  • Joining data from two DataFrames

 

  • Visualising Distributions
  • Visual representation of distributions with Matplotlib and Seaborn
  • Histograms
  • Boxplots
  • Bar and column charts

 

  • Multivariate Analysis
  • Scatterplot matrix
  • Bar and column charts

 

  • Basic Modelling
  • Create a linear model with scikit-learn

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What is Remote Training?

Valued by Individuals

4.8/5
Over 25075 Reviews
Thanks Domenic. -Power BI Intermediate Perth
Tony - Power BI Intermediate, .
Good course. -Power BI Intermediate Perth
Kristal - Power BI Intermediate, .
Course was great, Domenic is an excellent trainer. -Power BI Intermediate Perth
Scott - Power BI Intermediate, .
Good stuff! -Power BI Intermediate Perth
Gian - Power BI Intermediate, .
Another good session. -Power BI Intermediate Perth
Dionysius - Power BI Intermediate, .
Domenic was a great trainer; would highly recommend -Power BI Intermediate Perth
Natalie - Power BI Intermediate, .
The trainer's explanations were clear and exercises easy to follow. -Power BI Intermediate Perth
Siobhán - Power BI Intermediate, .
Fabulous course Steven was great thank you so much for brain overload. -Office365 Beginner Brisbane
Tanya - Office365 Beginner, .
Thanks for another insightful and informative session Jason. -Project Intermediate Brisbane
Mark - Project Intermediate, .
Jason was knowledgeable on the content and made my experience pleasant. He took the time to explain and answer all my questions and i have some pretty sometimes off track questions which he was happy to help me with. -Project Intermediate Brisbane
luke - Project Intermediate, .
alot of content to get through in a day -Excel Intermediate Sydney
Darlene - Excel Intermediate, .
Kate is SOOOOOOOOO friendly and informative. I found this training so useful and things are much clearer now -Excel Intermediate Sydney
sarah - Excel Intermediate, .
Very helpful -Excel Intermediate Sydney
Sybrand - Excel Intermediate, .
I am really happy with how todays sessions went. It covered all areas that I had hoped and the information was presented in a clear and concise way. very happy with what I have learnt. -Excel Intermediate Sydney
Ashley - Excel Intermediate, .
John was very patient and professional on the delivery of the course. Involving the students kept us alert and it was very interesting to see tips and tricks to make the project scheduling less convoluted. It is much appreciated that John had asked us on which topics we are already comfortable with or may not require in order to spend more time on the topics which are new to us. -Project Intermediate Melbourne
Vincent - Project Intermediate, .
Great tips on background functions, thank you. Only suggestion from me is that it would have been a little easier if the instructions were slowed down slightly and directory places/names were used more clearly as we were going through worksheets - it's a little hard when you are trying to navigate between two screens on one monitor, but overall was a great training session. Thanks again! -Project Intermediate Melbourne
Cathy - Project Intermediate, .
Tamara was engaging, and made the material easy to understand. I definitely got benefit from the course and would recommend it to others. -R Intermediate Remote Online
Justyn - R Intermediate, .
Very good -Power BI Beginner Perth
Rittika - Power BI Beginner, .
like -Power BI Beginner Perth
Liliana - Power BI Beginner, .
Good pace -Power BI Beginner Perth
Sue - Power BI Beginner, .
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