XLRI Jamshedpur - XLRI Executive Program in Data Science using Python, R & Excel
4.3 /5- Offered byTalentedge
- Estd. 2012
XLRI Executive Program in Data Science using Python, R & Excel at Talentedge Overview
Duration | 7 months |
Total fee | ₹1.00 Lakh |
Mode of learning | Online |
Difficulty level | Intermediate |
Official Website | Go to Website  |
Credential | Certificate |
XLRI Executive Program in Data Science using Python, R & Excel at Talentedge Highlights
- Opportunity to earn Certificate of Completion from XLRI
- Get Hands-on exposure to popular Business Analytics tools like Python, R and Excel
- Lectures imparted by eminent faculty from XLRI and Industry experts
- Competency in decoding the art of data science & Hands-on approach to data science to generate insights for businesses
XLRI Executive Program in Data Science using Python, R & Excel at Talentedge Course details
- Hands-on learning using case studies, projects and simulations
- Seamless learning on all screens; desktop, laptop, tabs & mobiles through app and browsers
- Interactive in session peer to peer and with faculty discussions for in-depth learning against isolated learning of recorded sessions
- Scheduled classes at convenient timings for working professionals
- Interactive live sessions with Industry stalwarts
- Project Managers, Business Managers and Senior Leaders who have the responsibility to manage large data analytics/big data based projects and would like to gain an understanding of this domain.
- Young professionals and Managers who have little or no formal education in Business Analytics, but who now feel the need to embrace technologies which will help them generate insights from data.
- Executives with analytical aptitude who are interested in and want to learn Data Analytics through hands on practice on popular tools.
- Individuals who aspire to switch or embark on a career in Business Analytics or Data Science.
- Businesses today are trying to engage with data science in one form or another. Unfortunately, only a few have been able to even grasp the idea of what constitutes data science, let alone implement it usefully and profitably. This course introduces its participants to the world of data science. The objective is to strip away all the distractions around data science, codes, tools, etc., and teach the techniques using practical cases that can be understood and appreciated by someone with an elementary knowledge of mathematics. This course uses hands-on approach to data science where participants get to work with data sets to generate insights for businesses.
- Course timing: Saturdays from 7.00 p.m. to 10.00 p.m.
XLRI Executive Program in Data Science using Python, R & Excel at Talentedge Curriculum
Introduction to R and Python
Installing R, Python, Jupyter Notebook and R Studio
Basic Data Structures in Python and R
Writing Functions
Use of Loops
Basic Differences Between R and Python
Advanced Features in Excel
Important Functions in Excel
Optimization Using Solver
Sources of Data
Important Data Sources
Scrapping Data from Websites
Data Wrangling in R and Python
Managing Missing Data
Managing Outliers
Removing Duplicate Rows
Making Data Tidy
Introduction to SQL
Introduction to SQL
Accessing Data in R/Python using SQL Queries
Data Visualization
Visualizing Data
Linear Algebra and Calculus
Vectors, Matrices, and Tensors
Differentiation
Understanding Gradient Descent Algorithm
Statistics
Types of Data
Exploratory Data Analysis
Sampling Distributions
Type I and Type II Errors
Text Analysis
Cleaning Text
Text Representation
Sentiment Analysis
Time Series Analysis
Time Series Forecasting
Forecasting using Prophet
Machine Learning
Understanding the Maths of Machine Learning
Building Machine Learning Models (Regression and Classification)
Hyperparameter Tuning
AutoML
Deep Learning
Understanding the Maths of Deep Learning
Building a Deep Learning Model to Predict Stock Prices
AutoML in Deep Learning
Case Studies in Data Science
Building Models in Different Functional Areas of Management
XLRI Executive Program in Data Science using Python, R & Excel at Talentedge Faculty details
XLRI Executive Program in Data Science using Python, R & Excel at Talentedge Entry Requirements
- Graduates/Diploma Holders in any discipline
- Proficiency in English, spoken & written is mandatory
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