- Data Structures in Python: Built-in vs Other User Defined
- Control Structures in Python
- Logic Building and Problem Solving in Python
- DSA Concepts
- Database design and Introduction to MySQL
- Querying in SQL- DDL and DML
- Maths behind Machine Learning - Probability, Linear Algebra, Differentiation
Online
12 Months
₹ 300,000
Inclusive of GST
Quick facts
particular | details | ||
---|---|---|---|
Medium of instructions
English
|
Mode of learning
Self study, Virtual Classroom
|
Mode of Delivery
Video and Text Based
|
Learning efforts
12-15 Hours Per Week
|
Course and certificate fees
Fees information
certificate availability
certificate providing authority
The syllabus
Pre Program Preparatory Course (Bootcamp)
Data Analysis
- Data Science Landscape
- Best Programming Practices
- Logging and Unit testing
- Python for DS
- Data Visualisation in Python
- Exploratory Data Analysis
Programming Essentials
- Working with Linux Commands
- GIT + Networking fundamentals
- Project
Data Storage Systems
- Advanced SQL and Problem Solving
- Data Modeling
- NoSQL Databases
- Querying in MongoDB
- Working with APIs + Project
Data Pipelines for Batch Processing System
- Basics of Data Pipelining + Scoping and Defining the problem + A deep dive into batch processing pipeline
- Data Warehousing
- ETL for Batch Processing System - Python/SQL Scripts
- Scheduling workflow jobs using cronjobs
- Assignment/Project
Data Engineering for Big Data
- Intro to Cloud and AWS + Scoping and Defining the framework for the problem
- Hadoop Framework + Data warehousing using Hive
- Spark API and Analysis using Pyspark
- ETL using SparkSQL, Pyspark, Hive
- Schedule and Automate Data Pipelines with Apache Airflow
- Assignment/Project
ML Techniques
- Basics of Machine Learning - Inferential + Hypothesis
- Regression Analysis
- Regression Analysis
- Classification Analysis
- Clustering Analysis
- Project
Specialization 1 - Adv. Data Engineering
- Data Pipelines for Streaming Systems
- Cloud Data pipelines
Specialization 2 - Machine Learning
- Machine Learning in Practice
- Deep Learning
MLOps + Capstone
- MLOps + Capstone
Instructors
Mr Hindol Basu
Chief Executive Officer
IIM Bangalore
Mr Ankit Jain
Senior Research Scientist
Uber Technologies Inc.
Mr Sajan Kedia
Data Scientist
Myntra
Mr Arihant Jain
Data Scientist
Camden Town Technolo...