TechBlurbs / ds-curriculumn

Techblurbs Data Science Curriculum

Techblurbs Data Science curriculumn

What is Data Science

Data Science is an interdisplinary field that deploys algorithms, and other scientific methods and processes to acquire insights and knowledge from data.

• 🕐 Duration: 20 Weeks
• 💻 Learning Mode: Self paced, Online

Duration	Title	Description	Where to learn
2 Weeks	Introduction to data science principles	Introductory data science concpts, software engineering principles and python programming	Coming Soon
3 Weeks	Data Analysis and Engineering	How to use Jupyter notebooks Introduction to python Variables Booleans Conditionals Lists Dictionaries Looping Functions Data Structures Familiarization with python libraries used in data science such as Numpy, Pandas Data Cleaning with Pandas Data Visualization with Matplotlib/Seabon Version Control system with Git and Github SQL Accessing Data through APIs Web Scrapping	Coming Soon
3 Weeks	Scientific computing & Quantitative methods	Learn the fundamentals of probability theory like combination and permutations Introduction to statistics Introduction to probability Introduction to linear algebra Introduction to calculus Introduction to optimization Introduction to machine learning	Coming Soon
3 Weeks	Machine Learning	Introduction to machine learning Supervised learning Unsupervised learning Reinforcement learning Deep learning	Coming Soon
3 Weeks	Big Data	Introduction to big data Introduction to Hadoop Introduction to Spark Introduction to MapReduce Introduction to NoSQL	Coming Soon
3 Weeks	Cloud Computing	Introduction to cloud computing Introduction to AWS Introduction to Azure Introduction to GCP	Coming Soon