Machine Learning Bootcamp: Python, Projects & Deployment

Learn Python, Math, Machine Learning, Build Real-World Projects & Deploy ML Apps on AWS
5.0 ★★★★★143 studentsCreated by Siddhardhan SPublished/Updated on: 🌐 English

Key Takeaways

Course overview with structured fields: Title, Provider, Instructor, Updated Date, Difficulty, Focus, Audience, Outcomes and Coupon Code.

Course Title: Machine Learning Bootcamp: Python, Projects & Deployment
Provider: Udemy (via CourseSpeak listing)
Instructor: Siddhardhan S
Coupon Verified on: January 31, 2026
Difficulty Level: All Levels
Course Focus: it & software fundamentals to advanced concepts
Learning Outcomes: Build machine learning models using Python, covering classification, regression, and unsupervised learning. , Understand the math behind machine learning, including linear algebra, statistics, probability, and calculus with clear intuition. , Perform data collection, EDA, preprocessing, feature engineering, and model evaluation using real-world datasets.
Prerequisites: No prior Machine Learning experience is required. You will learn everything from scratch. , No advanced math background is needed. All required math concepts are explained with intuition and examples. , Basic computer skills and willingness to learn and practice are sufficient. , A laptop or desktop with internet access (Windows, macOS, or Linux). , No paid software required. All tools used are free and open-source. , Some sections involve AWS deployment. An AWS account is helpful but optional.
Target Audience: Beginners to advanced programmers
Course Type: Self Paced Online Course. Lifetime Access
Coupon: Click on REDEEM COUPON to Enroll and apply discount code

What you'll learn

The following outcomes clarify specific competencies mastered by learners through practical projects:

Build machine learning models using Python, covering classification, regression, and unsupervised learning. .
Understand the math behind machine learning, including linear algebra, statistics, probability, and calculus with clear intuition. .
Perform data collection, EDA, preprocessing, feature engineering, and model evaluation using real-world datasets. .
Apply cross-validation, hyperparameter tuning, and model selection to build reliable and optimized ML models. .
Convert ML notebooks into production-ready Python scripts and serve models using FastAPI and Streamlit. .
Deploy complete, end-to-end machine learning applications on AWS EC2 with real-world workflows.

Requirements

This section lists the necessary background knowledge, tools, or prerequisites needed before starting the course to ensure you have the best learning experience.

No prior Machine Learning experience is required. You will learn everything from scratch.
No advanced math background is needed. All required math concepts are explained with intuition and examples.
Basic computer skills and willingness to learn and practice are sufficient.
A laptop or desktop with internet access (Windows, macOS, or Linux).
No paid software required. All tools used are free and open-source.
Some sections involve AWS deployment. An AWS account is helpful but optional.

Course Description

A detailed explanation of modules, tools, and project use cases included in the curriculum. from this comprehensive machine learning courses.

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About the Instructor

Learn from experienced professionals in the field.

Instructor: Siddhardhan S
Expertise: it & software education and applied programming expertise
Experience: 12+ years developing large-scale systems in Machine Learning
Teaching Style: Practical focus with real-world examples and hands-on projects
Institution: Professional Academy - Leading provider of quality it & software education

Review - Machine Learning Bootcamp: Python, Projects & Deployment course on Udemy worth it?

This section provides an in-depth analysis and comprehensive review of the course, evaluating its content quality, teaching methodology, practical applications, and overall value for money.

Complete Review: Machine Learning Bootcamp: Python, Projects & Deployment by Siddhardhan S

Machine Learning Bootcamp: Python, Projects & Deployment is a comprehensive online course designed to help students master IT & Software skills. Created by Siddhardhan S, this course provides practical knowledge and hands-on experience that learners can immediately apply in professional settings.

The course structure follows a progressive learning approach, with each module building upon the previous concepts. Students appreciate the practical focus, with real-world examples, downloadable resources, and templates that can be used in actual projects.

Available on Udemy with lifetime access, this course offers excellent value for anyone looking to advance their skills in Machine Learning and take their career to the next level.

Our Recommendation

Course recommendation: Machine Learning Bootcamp: Python, Projects & Deployment excels in it & software development based on verified student reviews and curriculum analysis.

Student Feedback

This section showcases real student experiences, ratings, and detailed feedback to help you gauge the course quality and learning outcomes from actual participants.

5.0
★★★★★
Course Rating
Based on 143 student reviews as of January 2026
Rating Breakdown:
5 stars:
75% (107)
4 stars:
15% (21)
3 stars:
5% (7)
2 stars:
5% (7)
1 star:
5% (7)
SJ
Sarah Johnson
★★★★★2 weeks ago

This course completely transformed my understanding of the subject! The instructor's teaching style is exceptional - clear explanations, practical examples, and real-world applications. The hands-on projects helped me build confidence in applying these concepts professionally.

MT
Michael Torres
★★★★★3 weeks ago

Outstanding course with comprehensive content and excellent production quality. The step-by-step approach made complex topics accessible. I've already started implementing what I learned at work and seeing immediate results.

DK
David Kim
★★★★★1 month ago

Best investment I've made in my career development! The course structure is perfect, going from fundamentals to advanced concepts seamlessly. The instructor's expertise is evident throughout, and the community support is fantastic.

Frequently Asked Questions

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Machine Learning Bootcamp: Python, Projects & Deployment
$9.99$99.9990% Off
🎫 Coupon
SID-***
REDEEM COUPON
30-Day Money-Back Guarantee
What the Course Includes:
Duration66h 30m on-demand video
Device CompatibilityMobile & TV
Access TypeLifetime Access
CertificationCompletion Certificate