Roadmap-Data-Science

● Overview of Data Science

Books

Tittle	Author	Status
Data Smart: Using Data Science to Transform Information into Insight	John W. Foreman	To do
The Signal and the Noise:: Why So Many Predictions Fail but Some Don't	Nate Silver	To do
Dataclysm: Love, Sex, Race, and Identity--What Our Online Lives Tell Us about Our Offline Selves	Christian Rudder	To do

Courses

URL	Title	Status
Youtube	What professional Data Scientist Actually do ?	To Do
Udacity	Intro to Data Science: What It Takes to Become a Data Scientist	To do

Short Youtube Videos

Title	Author	Channel
What REALLY is Data Science? Told by a Data Scientist	Joma Oppa	Joma Tach

● Mathematics for Data Science

Basic school math

Video Courses	Books	Articles
Видеокурсы DA VINCI	Mather.Pro

Mathematics in DS

Books

Title	Author	Status
Essential Math for data science	Thomas Nield	To Do

Courses

URL	Title	Status
Coursers	Data Science Math Skills	To do
Mater Class	Mathematical thinking	To do

Articles

Title	Author	Status

○ Algebra

Books

Title	Author	Status
Introduction to Linear and Matrix Algebra	Nathaniel Johnston	To do
Advanced Linear and Matrix Algebra	Nathaniel Johnston	To do
Вычислительная линейная алгебра	Вержбицкий В.М.	To do

Courses

URL	Title	Status
Youtube	Linear Algebra	To do
Coursera	Algebra: Elementary to Advanced Specialization	To do
Coursera(First Course)	Mathematics for Machine Learning Specialization	To Do
Khan Academy	Linear Algebra	To Do
Youtube	Essence of Linear Algebra	To Do
Github	Computational Linear Algebra for Coders	To Do

Articles

Title	Author	Status
An Intuitive Guide to Linear Algebra	Better Explained	To do

○ Statistics and Probability

Books

Titre	Author	Status
Naked Statistics	Charles Wheelan	To do
Think Stat	Allen B. Downey	To do
Statistics in a Nutshell	Sarah Boslaugh	To do
Modern Mathematical Statistics with Application	Jay L. Devore, Kenneth N. Berk, Matthew A. Carlton	To Do
Теория вероятностей и математическая статистика	Гмурман В.Е.	To Do

Courses

URL	Title	Status
Khanacademy	Statistics The average	To do
Khanacademy	Statistics and Probability	To do
Youtube	Statistics For Data Science	To do

| DataCamp | Statistical Thinking in Python (Part 1) | To do |

| DataCamp | Statistical Thinking in Python (Part 2) | To do |

Articles

Title	Author	Status
Basic statistics Concept for data-science	Sakm	To do
Probabilistic Programming	Developers	To do

○ Calculus

Books

Title	Author	Status
Calculus for Scientists and Engineers	Martin Brokate, Pammy Manchanda, Abul Hasan Siddiqi	To do
Математический анализ	Киркинский А.С.	To do

Courses

URL	Title	Status
Coursera(Second Course)	Introduction to Calculus	To do
Coursera(Second course)	Mathematics for machine learning specialization	To Do
KhanAcademy	Calculus Series	To Do
Youtube	The essence of calculus	To Do

Articles

Title	Author	Status

● Interview questions Preparation

Video	Books	Articles	Author	Subject
v	Google Interview Question [ Math & Code ] for Data Scientists	17 Linear Algebra Interview Questions	a	s
v	b	50+ Statistics Interview Questions	a	s
v	b	120 Data Science Interview Questions	a	s
v	b	14 Probability problems for acing Data Science interviews	a	s
v	b	a	a	s
v	b	a	a	s

● Core Python for DS

Courses

URL	Title	Status
Zero to mastery	Complete Python Developer in 2023	To do
Youtube	Learn Python - Full Course for Beginners	Completed
Udemy	Complete Python Bootcamp: Go from zero to hero in Python 3	To do
Data Comp	Python Programmer	To do
DataComp	Introduction to Python	Completed
DataComp	Intermediate Python	Completed
Edx, IBM	Python Basics for Data Science	Completed
Coursera	Python for Everybody Specialization	To do
Coursera	Applied Data Science with Python Specialization	To do

Books

Title	Author	Status
How to Think Like a Computer Scientist: Interactive Edition	Brad Miller and David Ranum	To do
Intro to Python for CS and DS	Paul Deitel , Harvel Deitel	In Progress
Intermediate Python	Muhammad Yasoob Ullah Khalid	To do
Python. К вершинам мастерства	Лучано Рамальо	To Do
Automate the Boring Stuff with Python	Al Sweigart	To do
Data Structures and Algorithms in Python	Michael T. Goodrich, Roberto Tamassia, Michael H. Goldwasser	To do
Python for Data analysis	Wes Mckinney	To do

● Python Framework and Libraries for Ds

Courses

URL	Title	Status

Books

Title	Author	Status

● SQL and Database

● Data Visualization & Analysis

● Machine learning and deep learning

Courses

URL	Title	Status
Stepik	ML school by REU DS club	In Progress