Machine Learning - Linear Regression
- DURATION23 Hours
- SKILL TYPEEmerging Tech
- COSTFree
- PATHWAY/COURSESCourse
- TYPE OF FORMATSelf Paced
- INDUSTRYArtificial Intelligence
- COURSE CATEGORYIndustry and Govt. Approved
Why should you take this course?
Through an experiential learning approach, the course will take you through the fundamental concepts of Linear Regression and Machine Learning. You will upskill with an industry-aligned course while earning SSC NASSCOM Certification for AI and BDA competencies of:
- Pre-process data (N8102)
- Exploratory Data Analysis (N8103)
- Perform Research & Design of Algorithmic models (N8104)
Curriculum
The course, spanning over 23 hours, provides 6 hands-on data cases with a guided approach for building appropriate solutions. It is further divided into 2 modules:-
Module 1: Simple Linear Regression
Fundamentals of simple Linear Regression (OLS) - Exploratory Data Analysis, Model Iteration, R-square.
Module 2: Multiple Linear Regression
Multiple Linear Regression - Variable Transformations, Variable Selection, Overfitting, Evaluating the accuracy of the model.
Learners will be assessed based on their overall performance in all data cases and quizzes, after the completion of the content collateral. Your score will be calculated by our algorithm-driven assessment engine to decide on the certificate eligibility.
Tools you will learn in the course
Analyttica TreasureHunt® LEAPS Virtual Lab