London School of International Business Logo

Undergraduate Certificate in Algorithmic Techniques for Feature Engineering

Thursday, 03 April 2025 12:06:09

International students can apply

  • graduation-hat
    Short course
  • clock3
    410 already enrolled
  • 100% Online
  • Admission open 2025
Overview Entry Requirements Course Structure Fees and Payment Plans Accreditation Apply Now

Undergraduate Certificate in Algorithmic Techniques for Feature Engineering

The Undergraduate Certificate in Algorithmic Techniques for Feature Engineering equips learners with advanced skills to transform raw data into meaningful insights. Designed for aspiring data scientists, machine learning engineers, and analytics professionals, this program focuses on mastering algorithmic methods for optimizing feature selection, extraction, and transformation.


Through hands-on projects and real-world applications, participants gain expertise in data preprocessing, model performance enhancement, and automated feature engineering. Ideal for those seeking to excel in AI-driven industries, this certificate bridges the gap between theory and practice.


Ready to elevate your data science career? Explore the program today and unlock your potential!

Course Content

  • • Introduction to Feature Engineering and Data Preprocessing
    • Exploratory Data Analysis (EDA) and Visualization Techniques
    • Dimensionality Reduction Methods (PCA, t-SNE, etc.)
    • Feature Selection Techniques (Filter, Wrapper, and Embedded Methods)
    • Advanced Feature Extraction (Text, Image, and Time-Series Data)
    • Handling Missing Data and Outliers
    • Feature Scaling and Normalization Techniques
    • Automated Feature Engineering with Machine Learning
    • Evaluation Metrics for Feature Engineering
    • Case Studies and Real-World Applications of Feature Engineering

Fee and payment plans

30 to 40% Cheaper than most Universities and Colleges

Duration

The programme is available in two duration modes:

1 month

2 months

This programme does not have any additional costs.


Course fee

The fee for the programme is as follows:

1 month:GBP £140

2 months:GBP £90


Apply Now

  1. Complete the online enrolment form and Pay enrolment fee of GBP £10.
  2. Wait for our email with course start dates and fee payment plans. Your course starts once you pay the course fee.

Got questions? Get in touch

Chat with us: Click the live chat button

+44 75 2064 7455

admissions@LSIB.lk

+44 (0) 20 3608 0144



Career Path

Data Scientist

Data Scientists leverage algorithmic techniques for feature engineering to extract insights from complex datasets, driving decision-making in industries like finance and healthcare.

Machine Learning Engineer

Machine Learning Engineers apply feature engineering to optimize model performance, ensuring scalability and accuracy in AI-driven solutions.

AI Research Analyst

AI Research Analysts use advanced feature engineering methods to innovate and improve predictive models, contributing to cutting-edge AI research.

Why this course?

The Undergraduate Certificate in Algorithmic Techniques for Feature Engineering is a critical qualification in today’s data-driven market, where demand for skilled professionals in machine learning and data science is soaring. In the UK, the data science sector is projected to grow by 36% by 2030, with over 200,000 new roles expected to emerge. Feature engineering, a cornerstone of predictive modeling, is increasingly vital as organizations leverage AI to gain competitive insights. This certificate equips learners with advanced algorithmic techniques to extract meaningful patterns from raw data, addressing the growing need for expertise in preprocessing and feature selection. Below is a 3D Line chart illustrating the UK’s data science job growth trends:

Year Data Science Jobs
2020 120,000
2021 140,000
2022 160,000
2023 180,000
2024 200,000
Professionals with expertise in algorithmic techniques for feature engineering are well-positioned to meet the demands of industries such as finance, healthcare, and retail, where data-driven decision-making is paramount. This certificate not only enhances employability but also aligns with the UK’s strategic focus on AI and digital transformation.

Who should apply?

Audience Profile Why This Course is Ideal UK-Specific Relevance
Recent graduates in computer science, mathematics, or related fields Gain hands-on expertise in algorithmic techniques for feature engineering, a critical skill in data science and machine learning roles. Over 50% of UK tech job postings in 2023 require data science skills, with feature engineering being a key competency.
Professionals transitioning into data-driven roles Learn to apply advanced algorithms to extract meaningful insights from raw data, enhancing career prospects in high-demand industries. UK data science roles have grown by 35% since 2020, with salaries averaging £55,000 annually.
Aspiring data scientists and machine learning engineers Master the art of transforming raw data into actionable features, a cornerstone of building robust predictive models. London alone hosts over 1,000 AI and machine learning startups, creating a thriving ecosystem for skilled professionals.
Tech enthusiasts seeking to upskill Develop a competitive edge by understanding how algorithmic techniques for feature engineering drive innovation in AI and analytics. UK employers report a 40% skills gap in AI and data science, making this certification highly valuable.