Executive Certificate in Factorization Machines for Recommendations

Wednesday, 25 June 2025 00:55:07

International applicants and their qualifications are accepted

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Overview

Overview

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Factorization Machines are powerful tools for building superior recommendation systems. This Executive Certificate program teaches you to leverage these machines for improved accuracy and efficiency.


Learn collaborative filtering and matrix factorization techniques. Master the implementation of Factorization Machines in real-world applications. This program is designed for data scientists, machine learning engineers, and anyone seeking to enhance their recommendation system skills.


Understand the underlying mathematics and algorithms behind Factorization Machines. Gain practical experience through hands-on projects. Improve your recommendation system significantly. Enroll now and unlock the potential of Factorization Machines.

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Factorization Machines are revolutionizing recommendation systems, and our Executive Certificate provides the expertise you need to master them. This intensive program delves into the mathematical foundations of factorization machines, covering collaborative filtering, matrix factorization, and advanced optimization techniques. Gain hands-on experience building high-performing recommendation engines and learn to leverage latent features for improved accuracy. Boost your career prospects in data science, machine learning, and e-commerce with this in-demand specialization. Personalized learning and real-world case studies ensure you're job-ready upon completion. Unlock the power of Factorization Machines today!

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Entry requirements

The program operates on an open enrollment basis, and there are no specific entry requirements. Individuals with a genuine interest in the subject matter are welcome to participate.

International applicants and their qualifications are accepted.

Step into a transformative journey at LSIB, where you'll become part of a vibrant community of students from over 157 nationalities.

At LSIB, we are a global family. When you join us, your qualifications are recognized and accepted, making you a valued member of our diverse, internationally connected community.

Course Content

• Introduction to Factorization Machines and Recommender Systems
• Matrix Factorization Techniques and Algorithms
• Implementing Factorization Machines: Practical coding examples and case studies
• Advanced Factorization Machine Models: FFM, AFM, and DeepFM
• Evaluation Metrics for Recommender Systems: Precision, Recall, NDCG, AUC
• Handling Sparsity and Cold Start Problems in Factorization Machines
• Optimization Algorithms for Factorization Machines: SGD, Adam, and others
• Applications of Factorization Machines in various recommendation scenarios
• Feature Engineering for improved Factorization Machine performance
• Deploying Factorization Machine models for real-world recommendations

Assessment

The evaluation process is conducted through the submission of assignments, and there are no written examinations involved.

Fee and Payment Plans

30 to 40% Cheaper than most Universities and Colleges

Duration & course fee

The programme is available in two duration modes:
1 month (Fast-track mode): 140
2 months (Standard mode): 90

40% Cheaper

Our course fee is up to 40% cheaper than most universities and colleges.

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Awarding body

 The programme is awarded by London School of International Business. This program is not intended to replace or serve as an equivalent to obtaining a formal degree or diploma. It should be noted that this course is not accredited by a recognised awarding body or regulated by an authorised institution/ body.

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  • Start this course anytime from anywhere.
  • 1. Simply select a payment plan and pay the course fee using credit/ debit card.
  • 2. Course starts
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Got questions? Get in touch

Chat with us: Click the live chat button

+44 75 2064 7455

admissions@lsib.co.uk

+44 (0) 20 3608 0144



Career path

Career Role Description
Data Scientist (Factorization Machines) Develop and implement advanced recommendation systems using Factorization Machines, leveraging expertise in machine learning and data mining for UK businesses.
Machine Learning Engineer (Recommendation Systems) Design, build, and deploy scalable Factorization Machine models for impactful recommendation engines, contributing to the UK's growing e-commerce sector.
AI Consultant (Recommendation Engines) Advise UK clients on the effective application of Factorization Machines for enhancing their recommendation systems and maximizing customer engagement.
Big Data Engineer (Factorization Machine Expertise) Manage and optimize large datasets used in training Factorization Machine models for UK-based companies, improving performance and scalability.

Key facts about Executive Certificate in Factorization Machines for Recommendations

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This Executive Certificate in Factorization Machines for Recommendations equips professionals with the advanced skills needed to build sophisticated recommendation systems. You'll gain a deep understanding of the underlying mathematics and practical application of Factorization Machines, a powerful technique in collaborative filtering.


Learning outcomes include mastering the implementation of Factorization Machines using popular programming languages and libraries such as Python and TensorFlow. You will learn to optimize models for various performance metrics and to handle large-scale datasets relevant to real-world recommendation challenges. A strong emphasis is placed on practical application through hands-on projects, enabling you to build a portfolio showcasing your expertise.


The program duration is typically structured to accommodate working professionals, often lasting between 8-12 weeks, with a flexible online learning format. This allows participants to advance their careers while maintaining their current work schedules. The certificate demonstrates a high level of proficiency in a highly sought-after skillset, making graduates immediately competitive in the job market.


The industry relevance of this certificate is undeniable. Factorization Machines are critical components of many modern recommendation engines used by leading companies across e-commerce, entertainment, and advertising. Graduates will be prepared to contribute immediately to the development and improvement of recommendation systems, a key driver of customer engagement and revenue generation. This specialization in machine learning and recommendation systems positions participants for roles in data science, machine learning engineering, and related fields.


This Executive Certificate in Factorization Machines for Recommendations is designed to provide both theoretical foundation and practical application expertise, making you a valuable asset in the competitive landscape of data-driven businesses. The program’s blend of theoretical concepts and practical exercises ensures graduates are equipped for immediate impact, addressing current industry demands.

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Why this course?

Year E-commerce Sales (£bn)
2021 800
2022 850

Executive Certificate in Factorization Machines for Recommendations is increasingly significant in today's market. The UK e-commerce sector, currently booming, with sales exceeding £850 billion in 2022 (source: *insert credible UK statistic source here*), demands sophisticated recommendation systems. Factorization machines, a powerful technique in machine learning, are crucial for building such systems. This certificate equips professionals with the skills to develop and deploy these advanced models, addressing the growing industry need for personalized experiences. Understanding the intricacies of factorization machines, from data preprocessing to model optimization, is paramount. The certificate provides a competitive edge, enabling graduates to design efficient, scalable recommendation systems that drive conversion rates and enhance customer loyalty. Factorization machine expertise is highly sought after, providing excellent career prospects within the UK's thriving data science and e-commerce sectors.

Who should enrol in Executive Certificate in Factorization Machines for Recommendations?

Ideal Audience for our Executive Certificate in Factorization Machines for Recommendations UK Relevance
Data scientists and machine learning engineers seeking to enhance their expertise in recommendation systems. This intensive program will equip you with advanced skills in building and deploying powerful recommendation engines, using factorization machines and related techniques. The UK boasts a thriving tech sector, with a growing demand for data scientists skilled in advanced recommendation system design.
Business analysts and marketing professionals aiming to leverage data-driven insights for personalized marketing strategies and improved customer engagement. Mastering factorization machine models allows for more effective targeted recommendations. Over 80% of UK businesses are now using data analytics, creating significant opportunities for individuals skilled in predictive modeling and personalization.
Experienced professionals in e-commerce, fintech, and media looking to upskill in cutting-edge techniques for personalized content and product recommendations. Understanding these advanced machine learning algorithms will be invaluable. The UK's robust e-commerce and digital media sectors are increasingly reliant on sophisticated recommendation systems for revenue generation.