TensorFlow, API, ML, Machine Learning

 TensorFlow

Inside TensorFlow: tf.data + tf.distribute

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Machine Learning

A good read for many may be this book from which I may be referring to from time to time. For beginners who like to go straight into coding may follow our guidelines as laid out below:

https://alex.smola.org/drafts/thebook.pdf 

• Google AI Blog. Website: ...
• Towards Data Science. Website: ...
• Analytics Vidhya Blog. Website: ...
• Kdnuggets. Website: ...
• Pete Warden's Blog. Website: ...
• Revolutions Blog. Website: ...

Top 20 Websites for Machine Learning and Data Science in 2020

Let's begin by using pandas library at Data School 
(By Kevin Markham)
Work with coding in python 3:

https://youtu.be/zxqjeyKP2Tk?list=PL5-da3qGB5ICCsgW1MxlZ0Hq8LL5U3u9y 
Answer the following questions:

Q1. What is the code to import the pandas library?
Ans.1. import pandas as pd

Q2. What code do we use to import the numpy package?
Ans2. import numpy as np

Q3. What is the url we shall use to import the uforeports file?
Ans3. http://bit.ly/uforeports

Q4. What is the code to read in the uforeports file using its url and read_csv() function?
Ans4. pd.read_csv('http://bit.ly/uforeports')

Q5. Write the code to show the uforeports DataFrame saved in the variable called, ufo?
Ans5. ufo = pd.read_csv('http://bit.ly/uforeports')
<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>
Q6. What does the abbreviation pd stand for, and what name do we give this kind of abbreviation?
Ans6. Here pd stands for pandas and pd is the alias (nickname = short name) for pandas.

Q7. What else should < ufo = pd.read_csv('http://bit.ly/uforeports') > precede for it to work?
Ans7. import pandas as pd

Q8. Write the two lines of code to import the uforeports (ufo sightings) file.
Ans8. Below is the code (two lines) to import the uforeports file:
import pandas as pd
ufo = pd.read_csv('http://bit.ly/uforeports')

Q9. Which rows would ufo.head() method show, and what is the default setting?
Ans9. ufo.head() method would show the top 5 rows, and the default setting is the top 5 rows.

Q10. Which rows would ufo.tail() method show, and what is the default setting?
Ans10. ufo.tail() method would show the bottom 5 rows, and the default setting is the bottom 5 rows.