Learn Machine Learning Online: Free Course with AI Tutor & Certificate
You'll learn to implement linear regression and decision trees in this free machine learning course. Across about 8 hours and 35 video lessons, you will master both supervised and unsupervised techniques. By the end, you'll know how to build predictive models and estimate parameters with confidence.
What you'll learn in this Machine Learning course
Five concrete outcomes you'll walk away with, each mapped to modules in the curriculum below.
Understand the fundamentals of machine learning and its applications.
Differentiate between supervised and unsupervised learning techniques.
Implement various supervised learning algorithms such as linear regression, logistic regression, and decision trees.
Apply unsupervised learning techniques including K-means clustering and hierarchical clustering.
Perform parameter estimation and feature selection for machine learning models.
Machine Learning course syllabus
01 Introduction To Machine Learning
- What is Machine Learning?
- Why You Should Learn Machine Learning?
- Roadmap To Become ML Expert
- Is Machine Learning Career Worth It?
- How To Use ChatGPT for Machine Learning?
02 Machine Learning Core Elementals
- Difference between Supervised Learning and Statsitical Modelling.
- Difference between Supervised Learning and Unsupervised Learning.
- Data Normalization
- Datasets for Machine Learning
- Different Paradigms of Machine Learning
- Hypothesis Evaluation
03 Supervised Learning Techniques
- Linear Regression.
- Multi linear Regression.
- Logistic Regression
- K-Nearest Neighbours
- Decision Tree
- Random Forest
- Boosting
- SVMs (primal and dual forms)
- Naive Bayes
04 Unsupervised Learning Techniques
- K-Means Clustering
- Hierarchical Clustering
- Gaussian Mixture Modeling
- Apriori Algorithm
- Singular Value Decomposition (SVD).
05 Parameter Estimation
- Bayesian Parameter Estimation
- Bias-Variance Tradeoff
- Maximum Likelihood
- VC-Dimensions and Distribution
06 Feature Selection and Dimensionality Reduction
- Independent Component Analysis
- Linear Discriminant Analysis.
- Principal Component Analysis.
- Principal Component Analysis Implementation python
- Step Backward Feature Selection.
- Step Forward Feature Selection.
Real-world projects you'll work on
Practice the exact kind of work Machine Learning professionals do on the job.
Skills you'll gain
Add these to your LinkedIn profile and resume the day you finish.
Who should take this Machine Learning course?
And exactly what you need before starting (spoiler: almost nothing).
This course is for
- College students in India looking to build foundational AI skills before graduation.
- Software developers wanting to transition into data science roles.
- Analysts who need to apply predictive modeling to their existing datasets.
- Career switchers seeking a structured machine learning tutorial without upfront costs.
Prerequisites
- No prior machine learning experience is required to begin this course.
- Basic understanding of high school mathematics and statistics is recommended.
- Familiarity with a programming language like Python will help you grasp the concepts faster.
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 Machine Learning course: free, structured and job-focused
You'll start by implementing linear regression and logistic regression algorithms from scratch. This machine learning course for beginners teaches you how to train computers to recognize patterns and make decisions. We begin with a lesson answering exactly 'What is Machine Learning?' before moving into Machine Learning Core Elementals. From there, you will explore both Supervised Learning Techniques and Unsupervised Learning Techniques. You will practice applying algorithms like K-means clustering and hierarchical clustering to organize large datasets. Finally, the curriculum covers Parameter Estimation, Feature Selection and Dimensionality Reduction to help you refine your models for accuracy.
LearnTube makes studying artificial intelligence and machine learning accessible and highly interactive. The platform organizes top YouTube video lessons into a structured path, so you don't have to guess what to watch next. After every single video, an AI tutor steps in with a quick quiz to check your understanding. This ensures you actually retain the material instead of just passively watching a screen. You can complete the entire 8-hour curriculum at your own pace, making it easy to fit into a busy schedule.
All 6 modules of this ai ml course are completely free to learn. You only pay if you want the optional verified certificate at the end. That certificate is a great way to prove your new skills to employers. With over 60,000 learners and 900 hiring partners in India, LearnTube focuses on practical knowledge that companies actually need. By the time you finish the 35 video lessons, you'll be ready to tackle real-world data problems and advance your career in tech.
Jobs you can target after learning Machine Learning
Machine Learning is a gateway skill for some of the fastest-growing roles in tech.
Cleans data and uses basic models to find business trends.
Builds and deploys predictive algorithms for software applications.
Prepares datasets and runs clustering algorithms to segment users.
Typical entry-level salary ranges in India as of August 2026. Actual compensation varies by city, company and experience.
Earn a 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 Machine Learning course.
How long does this machine learning course take?
The curriculum takes about 8 hours to complete. You will work through 35 video lessons across 6 modules. Since it is entirely self-paced, most students finish within one to two weeks by studying a little bit each day.
Can I learn on my mobile phone?
Yes, you can access all lessons and quizzes directly from your smartphone. The platform is designed for flexible learning, allowing you to watch videos and answer AI tutor questions whenever you have free time during your commute.
What will I be able to do after finishing?
You will be able to implement supervised and unsupervised learning algorithms. This means you can build linear regression models, apply K-means clustering to large datasets, and perform feature selection to improve your model accuracy.
What jobs can this ai ml course lead to?
This training prepares you for entry-level roles like Data Analyst or Junior Machine Learning Engineer. In India, these positions typically offer starting salaries between ₹3.5 LPA and ₹8.0 LPA depending on your technical background and location.
Do I have to pay for the machine learning classes?
No, the entire learning experience is completely free. You can watch all 35 video lessons and take the AI quizzes at no cost. You only pay a small fee if you choose to claim the optional certificate.
Is this a good machine learning course for beginners?
Yes, it starts with the absolute basics. The very first lesson explains exactly what machine learning is before moving into core elementals. You do not need previous AI experience to understand the concepts and algorithms taught here.
Learners also explore these free courses
Pair Machine Learning with a complementary skill to stand out even more.
Start learning Machine Learning today, for free
35 lessons, an AI tutor that never gets tired, and a certificate at the finish line. All you need is an hour a day.
Start Learning Free