- Python Basics
- Jupyter notebook – Installation & function
- Python functions, packages and routines
- Pandas, NumPy, Matplotlib, Seaborn
- Working with data structures,arrays, vectors & data frames
- Home
- Great Learning
- Courses
- Post Graduate Program Machine Learning
Online
7 Months
₹ 125,000
Quick facts
particular | details | |
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Medium of instructions
English
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Mode of learning
Self study, Virtual Classroom
|
Mode of Delivery
Video and Text Based
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Course and certificate fees
Fees information
certificate availability
certificate providing authority
The syllabus
An introduction to Machine Learning course.
Python for AI & ML
Applied Statistics
- Descriptive Statistics
- Inferential Statistics
- Probability & Conditional Probability
- Probability Distributions - Types of distribution – Binomial, Poisson & Normal distribution
- Hypothesis Testing
Machine Learning
Supervised Learning
- Multiple Variable Linear regression
- Multiple regression
- Logistic regression
- K-NN classification
- Naive Bayes classifiers
- Support vector machines
Unsupervised Learning
- K-means clustering
- Hierarchical clustering
- High-dimensional clustering
- Dimension Reduction-PCA
Ensemble Techniques
- Decision Trees
- Random Forests
- Bagging
- Boosting
Featurization, Model Selection & Tuning
- Feature engineering
- Model selection and tuning
- Model performance measures
- Regularising Linear models
- ML pipeline
- Bootstrap sampling
- Grid search CV
- Randomized search CV
- K fold cross-validation
Recommendation Systems
- Introduction to Recommendation systems
- Content based recommendation system
- Popularity based model
- Collaborative filtering (User similarity & Item similarity)
- Hybrid models
Additional Modules
EDA
- "pandas-profiling" Library
Time Series Forecasting
- ARIMA Approach
Model Deployment
- Kubernetes
Capstone Project
Career Assistance : Resume building, Mock interviews, 1 : 1 mentorship and Career fair
Instructors
Dr D Narayana
Professor
Great Learning
Ph.D
Dr Abhinanda Sarkar
Academic Director
Great Learning
Other Bachelors, Other Masters, Ph.D
Mr Mukesh Rao
Professor
Great Learning
Mr Gurumoorthy Pattabiraman
Faculty
Great Learning
Other Masters
Mr Mahesh Anand S
Founder and Chief Consultant
Freelancer
Mr Sudarshan Deshmukh
Founder and CEO
Freelancer
Dr Sunil Kumar
GM Engineering Innovation
Freelancer
Ph.D
Mr Sayan Dey
Independent Consultant
Freelancer