AI/Machine Learning
Gain a deep insight about the concepts of Machine Learning.Duration: 6-8 weeks
Course Description
The program has been specially designed for engineering students to get practical experience of working in an IT company for their Internship project in the 3rd and the final year. This is an advanced and detailed course for all the participants to accelerate their career in Artificial Intelligence. The program starts with concepts of Python, SQL/RDBMS, Unix to advanced level of Machine Learning, Tensorflow and Deep Learning with a lot of hands-on exercises and project work. The course had multiple projects which will be developed by the participant individually as well in a team so as to gain the required proficiency in this area with lots of practical project work.
Curriculum Structure
- Machine Learning
- Introduction to Machine Learning and Data Science
- Statistics and Probability
- Supervised and Unsupervised Machine Learning
- Data Pre-processing and Feature Engineering
- Data Visualization
- Linear Regression
- Logistic Regression
- Tree based learning
- Kernel Learning
- Nearest Neighbours and Clustering
- Model Evaluation, Improvements and Performance Metrics
- Natural Language Processing
- Recommendation Systems
- Computer Vision
- Time Series Modelling
