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Kodestree

Data Preprocessing and Feature Engineering

18 Lessons
|
40 hours

Data Preprocessing and Feature Engineering Training is designed to help you understand the essential techniques used to prepare data for machine learning models. In this training, you will learn data cleaning, handling missing values, data normalization, encoding, and basic feature engineering techniques used to improve model performance. By the end of the course, you will have transformed raw data into structured data that can be used for machine learning and data analysis. This course is suitable for beginners, students, and professionals who want to start learning data preparation techniques used in machine learning and data science.

Data Preprocessing and Feature Engineering
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About Course

kodestree offers Data Preprocessing and Feature Engineering online training delivered by experienced data professionals through live classes. This course helps you understand how real-world datasets are cleaned, transformed, and prepared before building machine learning models. After completing the course, you will be prepared for job roles such as Data Analyst, Junior Data Scientist, Machine Learning Engineer, and Data Science Associate.

Prerequisites

  • Basic understanding of Python programming
  • Familiarity with basic data concepts and datasets
  • Basic knowledge of statistics is helpful but not required
  • Interest in machine learning and data analysis

What Will You Learn

  • Fundamentals of data preprocessing for machine learning
  • Techniques for handling missing values and outliers
  • Data normalization and scaling methods
  • Encoding categorical variables for machine learning models
  • Basics of feature creation and feature selection
  • Understanding how data preparation improves model performance

Course Curriculum

Course Content

Lesson 1 – Introduction to Data Preprocessing

  • Importance of data preprocessing in machine learning
  • Understanding raw data and data quality issues
  • Overview of data preprocessing workflow

Lesson 2 – Handling Missing Data and Data Cleaning

Lesson 3 – Encoding Categorical Variables

Lesson 4 – Feature Scaling Techniques

Lesson 5 – Feature Engineering Fundamentals

Lesson 6 – Feature Selection Techniques

Request For Live Demo Class

Self Paced Learning
₹11,940.00
✓ Refund Policy
  • Duration: 40 hrs
  • 18 Lessons & Practical Labs
  • Lifetime Full Access & Free Upgrades
  • Downloadable Study Materials & Code Labs
  • Recognized Certification of Completion
  • 24x7 Online Support & Learner Forum
One to One Training
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  • 100% Customized Delivery & Curriculum
  • Flexible Schedule as per Learner Convenience
  • Top Tier Industry-Experienced Instructors
  • Tailored Hands-On Project Mentoring
  • Dedicated Interview & Career Guidance
  • 24x7 Dedicated Priority Support

Placement Partners

Hettich
Bechtel
Emirates
Mitsubishi
Indian Navy
Tech Mahindra
AU Small Finance Bank
Capgemini
United Nations
Yash Technologies

Want to know Today's Offer

Data Preprocessing and Feature Engineering Certification Exam

Upon completing the Data Preprocessing and Feature Engineering, you will receive a globally recognized certification that validates your expertise in professional skills and industry best practices. This certification is a testament to your practical knowledge, hands-on skills, and professional readiness.

The Technology certification exam assesses your ability to apply real-world concepts, tools, and techniques learned during the course. Certified professionals are in high demand across industries, opening doors to exciting career opportunities and higher salary potential.

Our certification is recognized by top employers and organizations worldwide. Whether you are looking to advance your current career, switch to a new role, or demonstrate your expertise to clients, this certification gives you the competitive edge you need in today’s fast-paced technology landscape.

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Data Preprocessing and Feature Engineering

Frequently Asked Questions

The Data Preprocessing and Feature Engineering is designed to provide comprehensive, in-depth training in Data Preprocessing and Feature Engineering. kodestree offers Data Preprocessing and Feature Engineering online training delivered by experienced data professionals through live classes. This course helps you understand how real-world datasets are cleaned, transformed, and prepared before building machine learning models. The program covers foundational concepts through to advanced techniques to ensure you gain job-ready expertise.

This course is ideal for beginners, IT enthusiasts, and working professionals who want to build or advance their career in Data Preprocessing and Feature Engineering and qualify for analyst, scientist, engineer positions. There are no stringent prerequisites—basic computer proficiency and a willingness to learn are all that is required. Foundational topics are thoroughly covered during onboarding.

The course is delivered through interactive, live online sessions led by industry experts. You will also have 24/7 access to LMS resources, study materials, and session recordings so you can catch up or revise at your convenience if you miss any live classes.

Yes, hands-on learning is a core component of this course. You will work on practical assignments, real-life use cases, and capstone projects using Data Preprocessing and Feature Engineering tools and best practices, helping you build a portfolio to showcase to hiring managers.

Upon successful completion of the course curriculum and project assessments, you will be awarded an industry-recognized Certificate of Completion from Kodestree. We also offer career assistance, including resume-building workshops, mock technical interviews, and job opportunities to help you transition into analyst, scientist, engineer positions.

Contact Us Worldwide

Call:
+91 7204614489

WhatsApp:
+91 7204614489

Email:
admissions@kodestree.com

LEARNER SUCCESS

What Learners Say

Real feedback from professionals who transformed their careers with our training

4.8/5
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1,200+ Learner Reviews
Learner Reviews
Ankit Sharma Priya Menon Rahul Verma Sneha Kapoor +
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Learners Trained
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95% Satisfaction
Satisfaction Rate
“

The trainers explained concepts through real-world attack scenarios, which I was able to apply on the job right after the course. Structured curriculum and hands-on labs were the best part.

“

After the CSM training, I can confidently facilitate Sprint ceremonies. The trainer's practical approach and real project examples were extremely helpful.

“

Agile concepts were explained clearly, especially backlog management and team facilitation. A bit more time would have made it even better, but overall a solid course.

“

Even as a beginner, I never felt lost — the step-by-step labs and doubt-clearing sessions made switching careers so much easier.

“

This training gave me more than just a certification — it gave me a Scrum Master mindset. The modules on servant leadership and conflict resolution were the most valuable.

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