Building Intelligent Recommender Systems, Ireland

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Deep learning-based recommender systems are the secret ingredient behind personalized online experiences and powerful decision support tools in retail, entertainment, healthcare, finance, and other industries.

Recommender systems work by understanding the preferences, previous decisions, and other characteristics of many people. For example, recommenders can predict the types of movies an individual will enjoy based on the movies they’ve previously watched and the languages they understand. Training a neural network to generalize this mountain of data and quickly provide specific recommendations for similar individuals or situations requires massive amounts of computation, which can be accelerated dramatically by GPUs. Organizations seeking to provide more delightful user experiences, deeper engagement with their customers, and better informed decisions can realize tremendous value by applying properly designed and trained recommender systems.

This workshop covers the fundamental tools and techniques for building highly effective recommender systems, as well as how to deploy GPU-accelerated solutions for real-time recommendations.

Assessment type:

Skills-based coding assessments evaluate students’ ability to debug and correct production-quality recommendation pipelines.

Certificate:

Upon successful completion of the assessments, participants will receive an NVIDIA Deep Learning Institute certificate to recognize their subject matter competency and support professional career growth

Why Choose NVIDIA Deep Learning Institute for Hands-On Training?

Access workshops from anywhere with just your desktop/laptop computer and an internet connection. Each participant will have access to a fully configured, GPU-accelerated workstation in the cloud.
Obtain hands-on experience with the most widely used, industry-standard software, tools, and frameworks.
Learn to build deep learning and accelerated computing applications for industries, such as healthcare, robotics, manufacturing, accelerated computing, and more.
Gain real-world expertise through content designed in collaboration with industry leaders, such as the Children’s Hospital of Los Angeles, Mayo Clinic, and PwC.
Earn an NVIDIA Deep Learning Institute certificate to demonstrate your subject matter competency and support your career growth.

Intermediate knowledge of Python, including understanding of list comprehension
Data science experience using Python
Familiarity with NumPy and matrix mathematics

Build a content-based recommender system using the open-source cuDF library and Apache Arrow
Construct a collaborative filtering recommender system using alternating least squares (ALS) and CuPy
Design a wide and deep neural network using TensorFlow 2 to create a hybrid recommender system
Optimize performance for both training and inference using large, sparse datasets
Deploy a recommender model as a high-performance web service
Why Choose NVIDIA Deep Learning Institute for Hands-On Training?

Introduction

Meet the instructor.
Create an account at courses.nvidia.com/join

Matrix-Based Recommender Systems
Implement collaborative filtering with singular value decomposition (SVD):

Read sparse data into a GPU using CuPy
Perform ALS efficiently with NumPy broadcasting rules.
Build a content-based filter with cuDF

Training Wide and Deep Recommenders
Build a wide and deep network using TensorFlow 2:

Build a deep network using Keras.
Build a wide and deep network using TensorFlow feature columns.
Efficiently ingest training data with tf.data.
Case study 1: See real-world examples of recommender system model architectures.

Challenges of Deploying Recommendation Systems to Production
Deploy a recommender system in a production environment:

Acquire a trained model configuration for deployment.
Build a container for deployment.
Deploy the trained model using NVIDIA Triton Inference Server.

Final Review

Review key learnings and answer questions.
Learn to build your own training environment from the DLI base environment container.
Complete the assessment and earn a certificate.
Take the workshop survey.
Case study 2: Review real-world challenges of at-scale recommender systems

Building Intelligent Recommender Systems 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.

Building Intelligent Recommender Systems Training in Ireland

Assessment type:

Certificate:

Upcoming Trainings

Building Intelligent Recommender Systems Training in Ireland

Assessment type:

Certificate:

Prerequisites

What You Will Learn

Outline

Upcoming Trainings

Which city of Ireland is considered as the technology center and why?

What is the best IT training institute in Ireland?

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