Machine Learning Specialization Training in Ireland

  • Learn via: Classroom
  • Duration: 3 Days
  • Price: Please contact for booking options
We can host this training at your preferred location. Contact us!

It is impossible to say "This model will work best for this kind of data". If we can say that, we would not need people to try and build models, we could automate the process. So how can we choose optimal model for our problem and how can we make that process faster ? How can we make our training so that when we ship our model and it is live, it will be generalizable ?

After looking at those subjects we will continue with using our trained model to understand our data more and then build a stronger model with those insights and then use a new model to understand our data more. After iterating over this process couple of times we will have strong insight into our data and we will have a better model. Also, we will see which prediction of our model we should trust more and will investigate powerful tool that allows us to go beyond prediction and make simulation using our model and answer how changing our input will affect our outputs (this is very valuable in cases like you want to have more customer coming to your business and want to reduce the number of customers leaving etc...)

This course will give you the intuitive understanding of the concepts without memorization. This course combines both theory and practice to give students deep understanding of the subject and hands-on experience via coding.

Students must have experience in coding in Python language and are expected to have knowledge about Pandas and Numpy Libraries. If they don't, taking python coding and python for data science lectures before this course is recommended.

Individuals comfortable with basic programming and machine learning looking to master machine-learning techniques. 

Practical Machine Learning 

  • What is machine learning ?
  • Regression and Classification
  • Regression and Classification using Decision Trees
  • What is the cons of using Decision Trees ?
  • Understanding Bagging
  • Ensemble methods - Random errors
  • Understanding Random Forests
  • Why do we need train-validation-test set instead of just train set?
  • No. Cross validation and random sampling are not always a good idea ?
  • Careful selection of Validation set
  • What is R^2 and where to use this ?
  • Logic behind Baseline Model
  • Do not use all of your data while hyperparameter tuning. How to take subsample, and how to understand it is representative ?
  • Profiling - How to detect which parts of your code are slow

Model Driven EDA

  • Model is not just something that just makes predictions - What is model Driven EDA.
  • Prediction confidence using standard deviations
  • Feature importance while keeping interactions between features active -
  • Permutation Feature Importance
  • Okay, this is our prediction, but how can we change the outcome?
  • Simulating different scenarios using Partial Dependence
  • Extrapolation problem
  • How to reduce extrapolation problem ?
  • How can we understand we split validation set right ?


Contact us for more detail about our trainings and for all other enquiries!

Upcoming Trainings

Join our public courses in our Ireland facilities. Private class trainings will be organized at the location of your preference, according to your schedule.

04 January 2025 (3 Days)
Dublin, Belfast, Cork
Classroom / Virtual Classroom
07 January 2025 (3 Days)
Dublin, Belfast, Cork
Classroom / Virtual Classroom
09 January 2025 (3 Days)
Dublin, Belfast, Cork
Classroom / Virtual Classroom
04 January 2025 (3 Days)
Dublin, Belfast, Cork
Classroom / Virtual Classroom
07 January 2025 (3 Days)
Dublin, Belfast, Cork
Classroom / Virtual Classroom
09 January 2025 (3 Days)
Dublin, Belfast, Cork
Classroom / Virtual Classroom
12 February 2025 (3 Days)
Dublin, Belfast, Cork
Classroom / Virtual Classroom
15 February 2025 (3 Days)
Dublin, Belfast, Cork
Classroom / Virtual Classroom
Machine Learning Specialization Training Course in Ireland

Ireland is an island nation located in northwestern Europe. Its history is shaped by its position as a former British colony, as well as its rich cultural heritage, which includes a long tradition of storytelling, music, and dance. Ireland gained independence from Britain in 1922 and has since become a modern, prosperous country.

Today, Ireland is known for its beautiful landscapes, rich cultural heritage, and friendly people. Popular cities within the country include Dublin, Cork, and Galway, each with their own unique charm and character. The population of Ireland is estimated to be around 5 million people, with English and Irish being the two official languages. Ireland is also home to a vibrant tech sector, with many global tech companies choosing to locate their European headquarters in Dublin. With its mix of tradition and modernity, Ireland is a popular destination for visitors from all over the world.

Choose from our extensive selection of IT courses, covering programming, data analytics, software development, business skills, cloud computing, cybersecurity, project management. Our highly skilled instructors will deliver hands-on training and valuable insights at a location of your choice within Ireland.
Dublin is considered the technology center of Ireland. It is home to a thriving tech industry, with many global tech giants such as Google, Facebook, and Microsoft having their European headquarters in the city. Dublin's reputation as a tech hub is due in part to its favorable business environment, with a low corporate tax rate and a skilled workforce that is well-educated in science, technology, engineering, and mathematics (STEM) fields.

Dublin has also been proactive in supporting the growth of the technology sector, with initiatives such as the Dublin Commissioner for Startups and the Dublin Tech Summit, an annual event that brings together technology leaders from around the world.
We are one of the best! Bilginç IT Academy offers online, live virtual and classroom trainings in Ireland. We are delighted to assist market leaders as they shape the ever-changing and evolving digital landscape. We adapt new generation training methodologies to Ireland's needs. Enroll now and take your tech team to new heights.
Bilginç IT Academy’s coding classes in Ireland can help your team reach its full potential. Our courses, which are intended for tech firm employees, provide hands-on training in the most recent coding languages and frameworks, giving your team the knowledge they need to advance your company. Take your tech team to greater levels by enrolling right away.
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