Data scientist has become the most popular job in the market today and there is a huge career scope if you know how to do data science. Some of the use cases of data science in real life are,
1) Healthcare: Diagnostic prediction and accuracy
2) Finance: Fraud detection, predictive analysis on loans, stock market movement, company future
3) Shipping: Figure out the best route for shipping
4) E-commerce: Product recommendation, inventory pricing
This free data science course online will you help become a master in Data Science:
Read: TOP 7 HIGH PAYING BEST CAREERS AFTER 12th COMMERCE 2022
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What is Data Science? | Free Data Science Course | Data Science for Beginners | codebasics
We will understand what is data science by looking at simple restaurant business example. Data science is a process of getting insights from data. You don't have to be deep learning expert in order to do data science, you can do that in plain old microsoft excel also (if dataset is small enough). In recent years volume of data has grown too much so that data has become BIG DATA. Microsoft excel can't work with big data hence you need tools such as,
#DataScience #WhatIsDataScience #DataScienceForBeginners #DataScientist #DataScienceTutorial #DataScienceWithPython #DataScienceCourse
1) Apache hadoop and apache spark: For database storage and distributed computing
2) Python and R: For data science programming
3) Tableau, Power BI, Matplotlib, MATLAB, Jupyter Notebook: For data visualization
4) Sklearn, Deep Learning, Tensorflow, PyTorch: For deep learning and machine learning
Data scientist has become the most popular job in the market today and there is a huge career scope if you know how to do data science. Some of the use cases of data science in real life are,
1) Healthcare: Diagnostic prediction and accuracy
2) Finance: Fraud detection, predictive analysis on loans, stock market movement, company future
3) Shipping: Figure out best route for shipping
4) E-commerce: Product recommendation, inventory pricing
Very Simple Explanation Of Neural Network: https://www.youtube.com/watch?v=ER2It2mIagI
Form to fill out your definition of data science (Fill free yo use innovative, poetic, funny language) https://forms.gle/ukkQKddkiwna1H1L7
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Learn data science for beginners (How to learn data science for free)?
Even if you have non technical background you can learn data science online for free by following a step by step approach. This video is for absolute beginners who want to learn data science on their own and it outlines list of topics in each areas such as python, numpy, pandas, machine learning, statistics and probability as well as online resources that can help you learn those topics. Find below links for tutorials, online courses and books that are mentioned in this video,
#DataScientists #DataScientist #DataScience
Data science detailed topics: https://drive.google.com/file/d/14yb8XPOOuRwOMoYltCPKaoEAGVuqpjNr/view?usp=sharing
Very Simple Explanation Of Neural Network: https://www.youtube.com/watch?v=ER2It2mIagI
Python tutorial (first 16 videos): https://www.youtube.com/playlist?list=PLeo1K3hjS3uv5U-Lmlnucd7gqF-3ehIh0
Pandas (first 9 videos): https://www.youtube.com/playlist?list=PLeo1K3hjS3uuASpe-1LjfG5f14Bnozjwy
Jupyter notebook tutorial: https://www.youtube.com/playlist?list=PLeo1K3hjS3uuZPwzACannnFSn9qHn8to8
Matplotlib: https://www.youtube.com/playlist?list=PLeo1K3hjS3uu4Lr8_kro2AqaO6CFYgKOl
SQL (first 12 videos): https://www.youtube.com/playlist?list=PL08903FB7ACA1C2FB
Statistics khan academy course: https://www.khanacademy.org/math/statistics-probability
Machine learning tutorials (all videos): https://www.youtube.com/playlist?list=PLeo1K3hjS3uvCeTYTeyfe0-rN5r8zn9rw
Data science real life project: https://www.youtube.com/playlist?list=PLeo1K3hjS3uu7clOTtwsp94PcHbzqpAdg
For math, linear algebra, calculus refer to this awesome channel (3b1b): https://www.youtube.com/channel/UCYO_jab_esuFRV4b17AJtAw
Online free courses:
Deep learning: https://www.coursera.org/specializations/deep-learning
Python for data science: https://www.edx.org/course/python-for-data-science-2
Data science essentials: https://www.edx.org/course/data-science-essentials
Data science foundation: https://cognitiveclass.ai/learn/data-science
Learning from data: http://work.caltech.edu/telecourse
Books:
Statistics: Think Stats Book: http://greenteapress.com/thinkstats2/thinkstats2.pdf
Python: Automate boring stuff with python: https://automatetheboringstuff.com/
Python data science handbook: https://jakevdp.github.io/PythonDataScienceHandbook/
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1. Install python on windows [Python 3 Programming Tutorials]
Step by step process on how to install python on windows. Visit my website (link below) for all tutorials and answers on exercises.
Next Video:
2. Variables [Python 3 Programming Tutorials]: https://www.youtube.com/watch?v=8tCe1P_cgoY&list;=PLeo1K3hjS3uv5U-Lmlnucd7gqF-3ehIh0&index;=3
🌎 My Website For Video Courses: https://codebasics.io/
Need help building software or data analytics and AI solutions? My company https://www.atliq.com/ can help. Click on the Contact button on that website.
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2. Variables in python [Python 3 Programming Tutorials]
In this python programming tutorial for beginners, we will cover variables in python. Then we look at different data types in python such as string, integer, boolean and numbers.
Exercise: https://github.com/codebasics/py/blob/master/Basics/Exercise/2_variables/2_variables_exercise.md
Topics that are covered in this Video:
0:00 Overview
0:33 Create variables to store numbers
2:13 Create variables to store text data
2:53 Rules of variable naming convention
Visit http://codebasicshub.com/tutorial/python/variables to download answers on exercises.
Next Video:
3. Numbers [Python 3 Programming Tutorials]: https://www.youtube.com/watch?v=pd2_ZbhFT38&list;=PLeo1K3hjS3uv5U-Lmlnucd7gqF-3ehIh0&index;=4
🌎 My Website For Video Courses: https://codebasics.io/
Need help building software or data analytics and AI solutions? My company https://www.atliq.com/ can help. Click on the Contact button on that website.
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3. Numbers [Python 3 Programming Tutorials]
This python tutorial gives you an understanding of numbers. It will teach the use of numbers in python, perform simple mathematical operations, functions in python and order of operation.
Topics that are covered in this Video:
0:00 Overview
4:38 round() function
Exercise: https://github.com/codebasics/py/blob/master/Basics/Exercise/3_numbers/3_numbers_exercise_description.md
Next Video:
4. Strings [Python 3 Programming Tutorials]: https://www.youtube.com/watch?v=ez2N-hcwvcQ&list;=PLeo1K3hjS3uv5U-Lmlnucd7gqF-3ehIh0&index;=5
🌎 My Website For Video Courses: https://codebasics.io/
Need help building software or data analytics and AI solutions? My company https://www.atliq.com/ can help. Click on the Contact button on that website.
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4. Strings [Python 3 Programming Tutorials]
This python 3 programming tutorial covers basics of strings. We will talk about newly introduced f-string concept in python 3.6. Also after covering string basics we will see index and strign slicing.
Exercise: https://github.com/codebasics/py/blob/master/Basics/Exercise/4_strings/4_strings_exercise.md
This tutorial's Code: https://github.com/codebasics/py/blob/master/Basics/Hindi/3_strings/3_strings.ipynb
Topics that are covered in this Video:
0:00 String introduction and index operator
0:48 String slicing
4:35 multiline string using tripple quotes (''')
5:14 \n and \t characters
5:28 + operator to join two strings
6:21 str() function
Next Video:
5. Lists [Python 3 Programming Tutorials]: https://www.youtube.com/watch?v=t0UTQ1eOH_g&list;=PLeo1K3hjS3uv5U-Lmlnucd7gqF-3ehIh0&index;=6
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5. Lists [Python 3 Programming Tutorials]
This python video answers about lists. It gives information about what is a list, how to create a list, range element, the use of list method and list function.
Exercise: https://github.com/codebasics/py/blob/master/Basics/Exercise/5_lists/5_lists_exercise.md
Topics that are covered in this Video:
0:00 Overview
0:58 create list variable
2:06 How list are stored in computer memory
4:01 How do you access a range of elements
5:01 use append() method
7:04 Join two list
8:24 list concatenation
9:00 len() function
9:27 "in" operator
Next Video:
6. Install PyCharm on Windows [Python 3 Programming Tutorials]: https://www.youtube.com/watch?v=Vig1IeU2RYk&list;=PLeo1K3hjS3uv5U-Lmlnucd7gqF-3ehIh0&index;=7
Website: http://codebasicshub.com/
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6. Install PyCharm on Windows [Python 3 Programming Tutorials]
The python tutorial explains how to install PyCharm on windows, what is PyCharm and how to set up the editor.
Next Video:
7. Debug Python code using PyCharm [Python 3 Programming Tutorials]: https://www.youtube.com/watch?v=0cQj7q8EWxY&list;=PLeo1K3hjS3uv5U-Lmlnucd7gqF-3ehIh0&index;=8
Website: http://codebasicshub.com/
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7. Debug Python code using PyCharm [Python 3 Programming Tutorials]
The python video covers how to debug code in Pycharm, what are the elements of PyCharm, basic concepts of debugging, how to set a breakpoint, use of watches and when to use step over function.
Topics that are covered in this Video:
0:00 Introduction
0:15 Create new project
2:42 Elements of PyCharm editor
3:52 menu(Dashboard)
4:05 Project panel
4:16 Core editor
4:25 Console output
5:00 Debugging
5:46 Set breakpoint
7:04 Watches
7:20 Step over function
Next Video:
8. If Statement [Python 3 Programming Tutorials]: https://www.youtube.com/watch?v=hNddJ3_hahk&list;=PLeo1K3hjS3uv5U-Lmlnucd7gqF-3ehIh0&index;=9
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8. If Statement [Python 3 Programming Tutorials]
The video will describe “if” statement in python, “if control” statement, the use of “if” statement, how to create “if” statement and the flow of “if” statement.
Exercise: https://github.com/codebasics/py/blob/master/Basics/Exercise/8_if/8_exercise_description.md
Topics that are covered in this Video:
0:00 Overview
1:08 input() function
1:48 int() function
5:42 Operators
Next Video:
9. For loop [Python 3 Programming Tutorials]: https://www.youtube.com/watch?v=3ykIpmAxdoY&list;=PLeo1K3hjS3uv5U-Lmlnucd7gqF-3ehIh0&index;=10
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9. For loop [Python 3 Programming Tutorials]
The topic which I will explain to you today is about “for statement” also known as “loop statement”, “for” loop, “while statement”, how to create “for” loop, why “for” loop is used.
Exercise: https://github.com/codebasics/py/blob/master/Basics/Exercise/9_for/9_for_exercise.md
Topics that are covered in this Video:
0:00 Overview
2:55 Create a for loop (Syntax of for loop)
6:53 Why for loop is used?
7:02 Use of range() function
18:51 While statement
Next Video:
10. Functions [Python 3 Programming Tutorials]: https://www.youtube.com/watch?v=fz_BCnhEQYQ&list;=PLeo1K3hjS3uv5U-Lmlnucd7gqF-3ehIh0&index;=11
Website: http://codebasicshub.com/
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10. Functions [Python 3 Programming Tutorials]
In today’s session, we will talk about “functions” in python. The video will explain the introduction of “functions”, why “functions” are needed, encapsulate code in a function, default arguments, the difference between “local and global variables” and “document strings”.
Exercise: https://github.com/codebasics/py/blob/master/Basics/Exercise/10_functions/10_functions_exercise.md
Topics that are covered in this Video:
0:00 Functions introduction
0:54 why functions are needed
3:09 encapsulate code in function
3:24 Define function
10:22 Name argument
11:09 Global vs Local Variables
12:47 Default variable
14:14 Document strings
Next Video:
11. Dictionaries and Tuples [Python 3 Programming Tutorials]: https://www.youtube.com/watch?v=RCM-lVAfXFg&list;=PLeo1K3hjS3uv5U-Lmlnucd7gqF-3ehIh0&index;=12
Website: http://codebasicshub.com/
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