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Machine Learning in R - Training Course - Jakarta

Understand machine learning using R

Machine Learning involves using a variety of techniques to build predictive models or extract insights from data. Our Machine Learning course builds on your basic knowledge of R and will provide you with an understanding of the machine learning process. You will learn how to perform:
  • cluster analysis and
  • create regression and classification models with random forests in R.

You will also be introduced to R in Power BI and how we can incorporate these analyses into a Power BI workflow. Training will be delivered by our experienced data scientist, Tamara Shatar PhD. Find more course details below.

Machine Learning in R - Training Course - Jakarta

4,8
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Learn the basic processes of machine learning using R programming. Led by experienced data scientist remotely in Jakarta.

7800010 6500000 IDR
10 max
1 day

Jakarta

Upcoming Courses:
Jakarta
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Jakarta
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Machine Learning in R
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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. Tamara has designed our first Data Analytics Training Course, Using R, to provide beginners with the fundamental tools necessary to start using R for data analysis. She is consistently well reviewed by her students. 

"The course was really good, Tamara is an excellent trainer and was able to answer my questions, the resources she provided to help after the course are excellent. I was a bit overwhelmed at the beginning trying to learn a new language, but Tamara put me at ease and went through the content at a pace that I could understand." - R Basics Brisbane, Australia 

What is R? 

R is an open source and free programming language that was developed for statistical analysis and production of high-quality graphics. It has long been popular with statisticians and academics who make up part of the large active user community behind R. This community has contributed over 15,000 packages that extend the base functionality of R, making it easy to implement a vast range of techniques for data manipulation, analysis and visualization.  

What is Machine Learning?

Machine learning refers to a group of analysis techniques used to extract knowledge from data. It involves using mathematical or statistical models to predict outcomes. The models use algorithms (step-by-step programming instructions) to "learn" from data.  

What is Remote Training?

Remote training at Nexacu, means our team of experienced trainers will deliver your training live online. 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. Students have the same level of participation and access to the trainer as they would in classroom training sessions. 

Machine Learning in R Jakarta Course Details

Price
7800010 6500000 IDR
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
Scientia Business Park Tower II, 2th Floor, Jalan Boulevad Gading Serpong Block 0/2, Serpong, 0, Indonesia
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Course Rating
Data Analytics Training Courses

4,8 5 Data Analytics Training Courses
4,8 out of 5
25129 Student Reviews
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What do I need to know to attend?

  • Attended our R programming Foundations and Beginner courses or have basic familiarity with R.
  • You will not be expected to code unassisted but will achieve better learning outcomes if you have a fundamental understanding of R syntax.
  • Basic familiarity with Power BI is desirable (data import and creating basic visuals)
  • Basic understanding of statistics (mean, median, standard deviation, variance)

Machine Learning in R Jakarta Learning Outcomes

You will develop an understanding of and be able to:

  • Generate insights from your data using cluster analysis
  • Create predictive models from your data using random forests


  • Assess the predictive accuracy of your classification and regression models
  • Leverage models to make predictions to guide decision-making
  • Incorporate R scripts in your Power BI workflow

Machine Learning in R Jakarta Course Content

  • Introduction 
  • Introduction to machine learning 
  • Supervised vs unsupervised learning 
  • The machine learning process 
  • Cluster analysis 
  • Purpose of cluster analysis 
  • Real-world applications 
  • K-means 
  • How the algorithm works 
  • Data preparation 
  • How many clusters? 
  • Performing k-means clustering in R 
  • Customer segmentation with cluster analysis
  • Random forests 
  • Basics of tree-based models 
  • Classification vs regression trees 
  • From trees to forests 
  • Ensemble learning: bagging to reduce overfitting and improve predictive accuracy 
  • Preparing data for analysis 
  • Splitting data into training and test sets 
  • Training the model 
  • Assessing model accuracy 
  • Classification vs regression metrics 
  • Optimising the model 
  • Using the model for prediction 
  • R Scripts in Power BI 
  • Setting up 
  • Running R Scripts in Power Query to create new data 
  • Creating R visuals in Power BI 

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What is Remote Training?

Valued by Individuals

4.8/5
Over 25129 Reviews
Some very helpful tips, definitely things I can use in the future -Word Advanced Brisbane
Millie - Word Advanced, .
Very informative and engaging. Good teacher -Excel Intermediate Brisbane
Alisha - Excel Intermediate, .
was informative and well done -Excel Intermediate Brisbane
Sola - Excel Intermediate, .
thank you great course and facilitator was great -Excel Intermediate Brisbane
Luke - Excel Intermediate, .
very useful. -Excel Intermediate Brisbane
Jennifer - Excel Intermediate, .
Very clear and helpful. Good pace also. Well structured. -Excel Intermediate Brisbane
Aria - Excel Intermediate, .
This course was great. I knew very little about VBA prior to attending and Michael was clear and built knowledge so well that I feel confident attempting to apply this in real work situations. A highly recommended course. -Excel Macros/VBA 2 Day Parramatta
Mary - Excel Macros/VBA 2 Day, .
This course was amazing. Michael was such an engaging teacher and kept the class so informative and so easy to follow. We had a great time learning the content of this course and we loved the small class we were in. We could ask a lot of questions and enjoy the whole course at the same time. This was one of many courses I have attended with Nexacu and all the teachers are great. Michael is my favourite. 5 Stars from me from all perspectives !!! -Excel Macros/VBA 2 Day Parramatta
Jacqueline - Excel Macros/VBA 2 Day, .
Moved a bit quicker than the beginner but showed good examples of what you can do. I certainly need to go away and practice with some real data to apply what I have learned today. Many thanks -Power BI Intermediate Adelaide
Merrin - Power BI Intermediate, .
Thanks for the help! -Power BI Intermediate Adelaide
Bradley - Power BI Intermediate, .
Brilliant - learnt so much. Many thanks Jagg -Power BI Intermediate Adelaide
John - Power BI Intermediate, .
was able to learn new formulas and functions that will help me in the future. -Power BI Intermediate Adelaide
Estelle - Power BI Intermediate, .
Learnt a lot on how to manipulate and clean up data. Learnt to better manage permissions to data. Learnt more on the date functions, though still don't know how to calculate current week/previous week comparisons. -Power BI Intermediate Melbourne
Kristina - Power BI Intermediate, .
Learnt many items with Power Query and DAX, along with row level security which is of particular interest with the types of personnel reports I will need to build. -Power BI Intermediate Melbourne
Kylie - Power BI Intermediate, .
Excellent content, great teacher. Thank you! -Excel Intermediate Melbourne
Linda - Excel Intermediate, .
Steven was incredibly helpful in training us. He took the time to understand our professional roles and relate what we were learning to our day to day tasks. He was patient and professional. Thank you! -Word Intermediate Brisbane
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I have enjoyed it and learned many tips. -Word Intermediate Brisbane
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Well-paced and very informative training. Trainer is very knowledgeable and helpful with any questions. -Power BI Intermediate Brisbane
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Great course. Jason was very clear and easy to understand. Learnt a lot in one day. Thanks! -Power BI Intermediate Brisbane
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