IIIT Bangalore - IIIT Bangalore - Executive Post Graduate Programme In Data Science
- Offered byTalentedge
- Estd. 2012
IIIT Bangalore - Executive Post Graduate Programme In Data Science at Talentedge Overview
Duration | 12 months |
Total fee | ₹2.99 Lakh |
Mode of learning | Online |
Official Website | Go to Website  |
Credential | Certificate |
IIIT Bangalore - Executive Post Graduate Programme In Data Science at Talentedge Highlights
- Earn a certificate of completion and alumni status from IIIT Bangalore
- No Cost EMI options are available
- Get hands-on experience with 60+ industry projects
- Learn 14 + Programming Tools & Languages such as Python, Tableau, MySQL, Keras, Tensorflow and more
- Choose from 5 specialisations such as Natural Language Processing, Deep Learning, Business Intelligence/ Data Analytics, Business Analytics, Data Engineering
IIIT Bangalore - Executive Post Graduate Programme In Data Science at Talentedge Course details
- Predictive Analytics using Python
- Machine Learning
- Data Visualization and Big Data
- Natural Language Processing
- Classification using Decision Trees
- This program is designed to start your Data Science journey and develop skills to handle large volumes of data by making use of advanced tools and techniques
- It is an interdisciplinary subject that employs scientific methods, systems, algorithms, and processes to manage structured and unstructured data
- There are 5 specializations from which you can choose the most relevant stream as per your aspirations and interest
- Learn Data Analysis using SQL, Regression Techniques, Text Mining, Data Modelling, etc
- At the end of this course you must be able to extract meaningful insights and apply Machine Learning algorithms to texts, numbers, audio, video, images, etc
IIIT Bangalore - Executive Post Graduate Programme In Data Science at Talentedge Curriculum
Pre-Program Preparatory Content
Data Analysis in Excel
Analytics Problem Solving
Course 1: Data Toolkit
Introduction to Python
Programming in Python
Python for Data Science
Data Visualization in Python
Exploratory Data Analysis
Credit EDA Case Study
Inferential Statistics
Hypothesis Testing
Data Analysis using SQL
Advanced SQL & Best Practices
SQL Assignment: RSVP Movies
Course 2: Machine Learning
Linear Regression
Linear Regression Assignment
Logistic Regression
Classification using Decision Trees
Unsupervised Learning: Clustering
Basics of NLP and Text Mining
Business Problem Solving
Case Study: Lead Scoring
Specialisation: Deep Learning
Bagging & Random Forest
Boosting
Model Selection & General ML Techniques
Principal Component Analysis
Advanced Regression
Advanced ML Case Study
Time Series Analysis
Introduction to Neural Networks and ANN
Neural Network Assignment
Convolutional Neural Networks
Convolutional Neural Networks - Introduction and Industry Applications
Object Detection & Image Segmentation (Optional)
Recurrent Neural Networks
Gesture Recognition
Capstone Project
Specialisation: Natural Language Processing
Bagging & Random Forest
Boosting
Model Selection & General ML Techniques
Principal Component Analysis
Advanced Regression
Advanced ML case Study
Time Series Forecasting
Neural Nets for NLP
Syntactic Processing
Syntactic Processing Assignment
Semantic Processing
Applied DL in NLP
Case Study: Automatic Ticket Classification
Capstone Project
Specialization: Business Analytics
Bagging & Random Forest
Model Selection & General ML Techniques
Time Series Forecasting
Model Selection Case Study
Visualisation using Tableau
Advanced Excel
Visualisation using PowerBI
Structured Problem Solving using Frameworks
Data Storytelling
AirBnB Case Study
Operations Research in Excel
Data Architecture
Data Strategy
Business Case Study
Capstone Project
Specialization: Business Intelligence/Data Analytics
Data Modelling
Advanced SQL and Best Practices
Introduction to Big Data and Cloud
Analytics using Spark
Big Data Case Study
Visualisation using Tableau
Advanced Excel
Visualisation using PowerBI
Structured Problem Solving using Frameworks
Data Storytelling
AirBnB Case Study
Data Structures - Sets, Dictionaries, Stacks, Queues
Searching and Sorting
Algorithm Analysis + Recursion
Advanced Database Programming using Pandas
Python & SQL Lab
Capstone Project
Specialization: Data Engineering
Data Management and Relational Database Modelling
Introduction to Big Data(Optional)
Introduction to Cloud and AWS Setup
Introduction to Hadoop and MapReduce Programming
Assignment (Optional)
NoSQL Databases and Apache HBase and NoSQL Databases and Mongo DB (Optional)
Data Warehousing (Optional)
Data Ingestion with Apache Sqoop and Apache Flume
Map reduce Programming Assignment
Hive & Querying
Assignment (Optional)
Amazon Redshift
Introduction to Apache Spark
Project: ETL Data Pipline
AWS Cloud Infrastructure (Optional)
Optimising Spark for Large Scale Data Processing
Apache Flink(Optional)
Real-Time Data Streaming with Apache Kafka
Real-Time Data Processing using Spark Streaming
Assignment (Optional)
Building Automated Data Pipelines with Airflow
Analytics using PySpark
Project: Real Time data processing
Capstone Project
IIIT Bangalore - Executive Post Graduate Programme In Data Science at Talentedge Faculty details
IIIT Bangalore - Executive Post Graduate Programme In Data Science at Talentedge Entry Requirements
- Education: Bachelor?s degree with 50% marks or equivalent passing marks
- Proficiency in English, spoken and written, is mandatory
Other courses offered by Talentedge
Student Forum
Anything you would want to ask experts?
Data ScienceData Science BasicsData Science for BusinessIIIT Bangalore - Executive Post Graduate Programme In Data Science