Learn Foundations Of Machine Learning Online: Free Course with AI Tutor & Certificate
You'll start by computing vector operations before moving into the core math behind algorithms. This free machine learning course takes about 6 hours and includes 27 video lessons. By the end, you will understand the algebra, calculus, and programming basics needed to train real AI models.
Foundations Of Machine Learning course syllabus
01 Introduction to Linear Algebra
- Vector Operations
- Matrix Basics
- Matrix Operations
02 Fundamentals of Calculus
- Introduction to Derivatives
- Rules of Differentiation
- Applications of Derivatives
- Gradients and Their Importance
03 Basics of Probability
- Introduction to Probability
- Probability Rules
- Bayes’ Theorem
- Probability Distributions
04 Introduction to Statistics
- Descriptive Statistics
- Inferential Statistics
- Data Visualization Techniques
- Correlation and Regression Analysis
05 Programming Basics
- Variables and Data Types
- Control Structures: Loops and Conditionals
- Functions and Modules
- Problem-Solving with Programming
06 Data Manipulation and Visualization
- Introduction to NumPy
- Data Manipulation with Pandas
- Data Visualization with Matplotlib
- Advanced Visualization Techniques
07 Advanced Linear Algebra Concepts
- Eigenvalues and Eigenvectors
- Singular Value Decomposition
- Orthogonality and Projections
- Optimization Techniques
Skills you'll gain
Add these to your LinkedIn profile and resume the day you finish.
Who should take this Foundations Of Machine Learning course?
And exactly what you need before starting (spoiler: almost nothing).
This course is for
- College students in India wanting a strong mathematical foundation for data science.
- Software developers looking to transition into machine learning roles.
- Analytics professionals who need to brush up on algebra and calculus.
- Self-taught coders preparing for technical data science interviews.
Prerequisites
- No prior machine learning experience is required to begin.
- Basic familiarity with high school level mathematics is helpful.
- A computer with an internet connection to watch lessons and take quizzes.
How learning works on LearnTube
The structure of a bootcamp, the price of free.
AI curates your path
Our AI picks the top 1% of video content for each topic and arranges it into a structured, goal-based curriculum. No more tutorial roulette.
Learn, then get quizzed
After every lesson, your AI tutor asks you a question and gives personalised feedback on your answer, so gaps get fixed immediately.
Finish with proof
Complete the course, build the capstone project, and claim a certificate recognised by 900+ hiring partners.
A complete Foundations Of Machine Learning course: free, structured and job-focused
You'll begin by computing vector operations, setting up the exact math foundation required to understand how algorithms process data. This machine learning for beginners program breaks down complex theory into manageable pieces. Across 7 modules, you will explore Introduction to Linear Algebra, Fundamentals of Calculus, and Basics of Probability. These mathematical concepts are the hidden engines that make artificial intelligence work.
Once you have the math down, the curriculum shifts into practical application. You will study Introduction to Statistics and Programming Basics to learn how data is structured and analyzed. Finally, the course wraps up with Data Manipulation and Visualization, followed by Advanced Linear Algebra Concepts. By completing these 27 video lessons, you will build a solid base for advanced data science topics and future coding projects.
LearnTube makes mastering these machine learning basics highly interactive. The platform curates top YouTube videos into a structured path, pairing every single lesson with an AI tutor. You'll take quick quizzes after watching to test your memory and correct mistakes instantly. Learning is completely free, and you can choose to purchase an optional certificate once you finish the 6 hours of content. It's a smart way to prepare for technical interviews, test your knowledge, and build your resume.
Jobs you can target after learning Foundations Of Machine Learning
Foundations Of Machine Learning is a gateway skill for some of the fastest-growing roles in tech.
Cleans, visualizes, and interprets data to help businesses make decisions.
Helps build and deploy predictive models using Python and basic algorithms.
Analyzes large datasets and prototypes basic machine learning models.
Typical entry-level salary ranges in India as of September 2026. Actual compensation varies by city, company and experience.
Earn a Foundations Of Machine Learning certificate employers recognise
Finish the course and claim a certificate you can share anywhere.
- Learn 100% free: every lesson, quiz and the AI tutor cost nothing
- Claim your certificate when you complete the course (an optional paid add-on)
- Recognised by 900+ hiring partners across India
- One click to share on LinkedIn and add to your resume
Why learners choose LearnTube
Real reviews from Google. You learn free, you get assessed free, and you pay only if you want the certificate.
Though I have 11 years of experience as an HRBP, the course helped me refresh my knowledge and gave me insights into new trends in the market. The modules were clear and easy to understand, and the quizzes were well designed. I have added the certificate to my LinkedIn profile.
I had a lot of doubts while learning, but the AI chatbot answered them in detail with simple summaries. The videos on the platform saved me a lot of time as I didn't have to search YouTube and watch random content.
Just earned my certificate in HR Management from LearnTube.ai! The platform is user-friendly and the assessment was a great way to validate my knowledge. Feeling proud of this accomplishment!
I enrolled in a LearnTube personalized course to get into a Data Analytics role. It helped me learn SQL in depth and gave me hands-on experience with Power BI. I attached the LearnTube certificate to my CV, it added credibility to my profile, and I'm currently in the interview process.
The interface is user-friendly and intuitive, making it easy to navigate the course. I encountered no errors during my time using the platform, which was a refreshing change from other online learning platforms.
Just cleared the Business Analyst assessment and got certified! Loved how the course simplifies big concepts like data-driven decision making into short, practical lessons. The automated quizzes kept me on track the whole time. Perfect boost for my resume!
The certificate gave me a real edge during my B.Tech. By the time I graduated, I had skills that set me apart from my peers, and the certification opened up more job opportunities. It gave me the confidence to stand out during interviews.
I manage many software projects as a General Manager and was looking for a good certification program to stay competitive. After researching many programs, I chose LearnTube and it was much better than I expected. The material is well-organized and practical, and what I liked most is the lifetime access.
Frequently asked questions
Everything learners ask before starting this Foundations Of Machine Learning course.
How long does this machine learning course take?
You can finish the entire curriculum in about 6 hours. Since the lessons are self-paced, you are free to complete the 27 video modules over a weekend or spread them out over a few weeks.
What will I be able to do after finishing?
You will understand the core math and programming concepts required to train models. This includes computing vector operations, manipulating datasets, and visualizing information, which prepares you for advanced data science tutorials.
Is this introduction to machine learning really free?
Yes, all 27 video lessons and AI-generated quizzes are completely free to access. You only pay if you decide to upgrade and claim the optional verified certificate at the end of your studies.
Are machine learning basics still in high demand?
Absolutely. Every advanced AI model relies on linear algebra, calculus, and probability. Mastering these foundational concepts is highly valued by tech companies in India hiring for data analyst and data science roles.
Do I need strong coding skills before starting?
No, you don't need to be an expert programmer. The course includes a specific module on programming basics, though having a general understanding of how computers process logic will make learning easier.
Is this self-paced or are there scheduled sessions?
The training is entirely self-paced. You can watch the curated videos and interact with the AI tutor at any time, making it easy to fit the 6 hours of content around your current job or studies.
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