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10 live projects + 1 capstone project
36+ hours of video content access
Weekly tasks and reports
Certificate of completion
OVERVIEW
Learn Machine Learning today
With an abundance of applications and scope, Machine learning is an exciting branch of Artificial Intelligence to hone your skills in. Many of today’s most fascinating technology developments are possible due to Machine Learning.
NLP
Python
Recommender Systems
Boosting Algorithms
Course Curriculum
Discover our comprehensive machine learning course curriculum, designed to provide in-depth knowledge and practical skills.
Statistics fundamentals
- Graphically Displaying Single Variable
- Measures of Location
- Measures of Spread
- Covariance and Correlation
- Probability
- Joint Probability and independent events
- Conditional probability
- Bayes’ Theorem
ML with Python
- Applications of Machine Learning
- Supervised vs Unsupervised Learning
- Python libraries suitable for Machine Learning
Regression
- Training and Testing
- Forecasting and Predicting
- Theory and how it works
- program the Best Fit Slope
- program the Best Fit Line
- R Squared and Coefficient of Determination Theory
- Model evaluation methods
Classification
- Introduction
- Applying K Nearest Neighbors to Data
- Euclidean Distance theory
- Decision Trees
- Regression Trees
- Random Forests
- Boosting Algorithm
- Principal Component Analysis
- Linear Discriminant Analysis
Clustering
- Handling Non-Numerical Data for Machine Learning
- K-Means with Titanic Dataset
- K-Means from Scratch in Python
- Finishing K-Means from Scratch in Python
- Hierarchical Clustering with Mean Shift Introduction
Recommender systems
- Content-based recommender systems
- Collaborative Filtering
Meet our team of creative experts
Meet the talented and creative minds behind our work. Our mentors bring a wealth of experience and a passion for innovation to every mentorship course.
Ranjana Chawla
UI Designer
Ranjana Chawla
UI Designer
Ranjana Chawla
UI Designer
Teachnook Certificate
Upon successfully completing this course, you will receive a certificate of completion that helps potential employers assess your proficiency.
