Internal Quality Assurance Cell

Duration:

4 day(s)

Venue:

Online

Target Audience:

93

Number of Participants:

93

Description:

IQAC& Dept. of Research & Publications, A2Z EduLearningHub LLP Conducted Four Days International FDP on Probability and Statistics for Data Science" Topics covered: Day-1: Data Science (DS) & ML Basics , Essentials Maths for DS , Probability theory How Data Scientists use Probability Theory, Intuition of Bayes theorem & Naïve Bayes Classifier (NBC), NBC Applications & Case Studies Day-2: NBC Case Studies: Healthcare, Cyber Security, Movie Recommender Systems Emotion detection/Sentiment Analysis , Email Spam filtering Pharma Industry, Text Classification, Evaluation Measures Day-3: Regression Analysis in ML , The intuition of Linear and Multiple Regression Applications , Regression Models Evaluation: R2,MSE, MAE, Case Studies of Regression Day-4: Statistics Basics, Descriptive Statistics , Exploratory Data Analytics (EDA) Statistics for EDA, Methods to Imputing Missing Data , Covariance Correlation Coefficient for Data Science, Research Directions