Machine Learning

Python for Machine Learning

4.41 (3519 Ratings)
Beginner

Beginner

Skill level
offer

Free

Course cost

About this course

Python is an easy to learn, powerful programming language. You can use Python when your data analysis tasks need to be integrated with web apps or if statistics code needs to be incorporated into a production database.

Being a full-fledged programming language, Python is a great tool to implement algorithms for production use. There are several Python packages for basic data analysis and machine learning. In this course, you will learn about two popular packages in Python: NumPy and Pandas. These are the essential foundational packages that are required for basic data manipulation.

Skills covered

  • check Python Basics
  • check NumPy
  • check Pandas

Course Syllabus

Python Basics

  • play Introduction to Python
  • play Basic Installation of Python
  • play Keyboard shortcuts and installing packages
  • play Introduction to NumPy and its functions
  • play How to select group of objects from a particular array
  • play Indexing a matrix
  • play Selection techniques
  • play Input output options and saving files
  • play Pandas and its functions
  • play NumPy vs Pandas package
  • play Functionalities using Pandas
  • play Pandas dataframes and indexing
  • play Indexing in depth
  • play Deal missing data and group-by options
  • play Merging similar to SQL logic
  • play Basic operations in Pandas

Course Certificate

Get Python for Machine Learning course completion certificate from Great learning which you can share in the Certifications section of your LinkedIn profile, on printed resumes, CVs, or other documents.

GL Academy Sample Certificate

Discussion on Python for Machine Learning

80 Comments

Y

I have completed watching all the video lectures but I have no idea on how to submit assignments, can anyone help!? My email id is - yashkhavnekar7@gmail.com

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I have completed the exercise but progress is not showing there. What can I do?

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M

How do i get “assignment on pandas” which was given in class

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T

Yes very nice and informative

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i want data file pdf

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I am not able to run this script.It shows this error “ImportError: numpy.core.multiarray failed to import” about numpy and i have already numpy installed.Here is my script:

import cv2
import time

cv.NamedWindow(“camera”, 1)

capture = cv.CaptureFromCAM(0)

while True:
img = cv.QueryFrame(capture)
cv.ShowImage(“camera”, img)
if cv.WaitKey(10) == 27:
break
cv.DestroyAllWindows()

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When running this code in TensorFlow,I got this error: module ‘tensorflow’ has no attribute ‘session’ .But it worked fine last time i ran it.

import tensorflow as tf

msg = tf.constant(‘Hello, TensorFlow!’)

sess = tf.Session()

print(sess.run(msg))

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I was following a tutorial about machine learning and following code works fine in tutorial but shows error when i try exact same thing:

from sklearn.cross_validation import train_test_split

It returns me this error:

ImportError: No module named sklearn.cross_validation

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How to create empty pandas dataframe?

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I installed keras module in my system. But when I tried to import this module I got this below error : modulenotfounderror: no module named ‘keras’

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how to convert a pandas dataframe into a NumPy array.

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How to delete a column in a DataFrame?

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I have just started with Python for Mah=chine Learning and completed a couple of videos but one of the video’s progress is stuck at 59%. How could I overcome this? If it will be like this then I will not be able to complete the course and will not get any certificate.

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Hello All,

I who do l contact for the certification .
I haven’t received mine yet

Thanks

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i want excel data file

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i want Machine Learning with Python all txt file

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How can I reverse a list in python without reverse function?

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Is both python for machine learning in english and hindi are same, as i see that some videos from English course are not available in hindi course

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Sir i am benerplz help me

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What is the difference between Python’s list methods append and extend?

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Why is there no do while loop in python?

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What is the difference between list and tuple?

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This error may come if you do not have an opencv installed module in your system.

check the module is available or not.

$ pip list or conda list

If it is not available, then install Opencv

$ pip install opencv-python or conda install opencv-python

But before that, Install numpy module

$ pip install numpy

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Can you help me with this error: ModuleNotFoundError: No module named ‘cv2’ ?

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how to find files and skip directories in os.listdir?

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How to install tensorflow in anaconda?

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What do you mean by python scripting? What is a script and a module in python?

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How to use not equal operator in python?

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Can anybody help me with knn?

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I just completed all the course material for Python for Machine Learning but then im not being able to access my qizz, which also donot allow to claim my certificate. Can somebody please help me.!xx

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How can I read a pkl file for visualising it using pandas?

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Pickle files (.pkl) are used to store the serialized form of Python objects. This means objects like list, set, tuple, dict, etc. are converted to a character stream before being stored on the disk. This allows you to continue working with the objects later on. These are particularly useful when you have trained your machine learning model and want to save them to make predictions later on.

So, if you serialized the files before saving them, you need to de-serialize them before you use them in your Python programs. This is done using the pickle.load() function in the pickle module. But when you open the pickle file with Python’s open() function, you need to provide the ‘rb’ parameter to read the binary file.

import pickle

with open('./Importing files/sample_pickle.pkl','rb') as file:
    data = pickle.load(file)

# pickle data
print(type(data))

df_pkl = pd.DataFrame(data)
df_pkl

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What is the latest Python version?

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As of now, the latest version of python currently running is 3.8.3. From now on if you want to the know the latest version of Python, go to https://www.python.org/downloads/ and you’ll see the most latest version available for download.

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What does n do in Python?

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In Python strings, the backslash “” is a special character, also called the “escape” character. It is used in representing certain white space characters and “\n” is one of them. It is used to start a new line.

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What is the best compiler for Python?

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Compilers are programs that convert source code written in a high-level programming language to a lower-level programming language.

Here are the top 5 best compilers for Python:

• CPython: This compiler-cum-interpreter is the de-facto Python compiler as it belongs to the reference implementation of Python i.e. CPython

• Brython: Supports – Python 3 to 3.7

• Nuitka: Supports – Python 2.6, 2.7, 3.3 to 3.7

• PyJS: Supports – Up to Python 2.7

• Skulpt: Supports – Up to Python 3.3

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What are strings in Python?

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Strings are sequence of characters enclosed within single quotes(‘ ’), double quotes(“ “) or triple quotes(‘’’ ‘’’) a = ‘Hello World’
b = “This is Sparta”
c = ‘’‘I am
going
to France
tomorrow
‘’’

Code Explanation:
Here we start off by creating a string variable called ‘my_string’ and assign the value “My name is John” to it. In a string, each individual character is at a particular index and the index value starts at 0.
So, if we have to extract the first character in the string ‘M’, then, we ‘d have to give this command:
my_string[0]
Since, indexing starts at 0, the index value of the first character ‘M’ will be 0.
We would have to give this command:
my_string[-1] to extract the last character from this string.

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What are the basic math operators in Python?

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** and == In python you use == to indicate if it is equal to something but if you use = then it will create a variable and if you use ** a power of b
Thank you , @toby

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How do I create variables in python?

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Programming languages deal with data. So, the question which arises over here is how do we actually store this data if we want to reuse it? Let’s you’re working with some data about employees of your organization and you’d have to store the names of employees, so how will you do that?

Well this is where variables come in. Variables are temporary storage spaces to store values.
Let’s say we create a variable called “employee_name”. Then we can go ahead and store the value “John” inside the variable. After some time, i can replace the value with “Sam”. Again after some time i’ll replace it with “Matt”.

Let’s see how can we create variables in python:
var1 = “Sam”
var1 = “Matt”
var1 = “John”
Since, variable is a temporary storage space, we can change the values which are stored in the variable “var1”.

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Why is learning programming important?

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As someone from a non-technical background, the word ‘Programming’ would itself be enough to send shivers down your spine! So, you must be thinking ‘Why should I even put in effort to learn Programming’?

Well programmers are in high demand all over the world and the median salary of a computer programmer is 100,000k$ per annum. And with the advent of artificial intelligence and the threat of many jobs becoming automated, you don’t have to be scared at all, because it will be you who will help in automating tasks as a computer programmer! Also there are still many systems for the next several decades that still require human intelligence, coupled with the ability to write code that makes this a very secure job option.

Now, that we know the importance of programming, let’s understand what exactly it is!
To answer that, let me ask a question! How do humans communicate with each other? We humans use a common language to speak with each other, isn’t it?

Similarly, if we have to speak with a computer, we need to learn a language which the computer can understand! And this is where a programming language comes in.
So, simply put, we solve real world problems, by speaking with the computer in a language it actually understands.

Let’s take the example of a calculator!
When, you feed in ‘1234 * 4321’ in the calculator. It immediately shows you, the result is ‘5,332,114’. How was the calculator able to do this multiplication?
This was possible because you wrote in a simple program to multiply two numbers which the calculator can understand.

Now, let’s look at some salary statistics for people who are skilled in programming!
According to LinkedIn, the average salary of a computer programmer in the United States is 100,000$ per annum and Rs.8,00,000 per annum in India. Well, this should be a good enough motivation for you to start learning programming!

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How can you apply inheritance in Python?

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class MyEmployee:
def init(self,_fname,_lname):
self.Fname=_fname
self.Lname=_lname
self.Email=_fname+’.’+_lname+’@gmail.com
def Display(self):
return self.Fname,self.Lname,self.Email

class Enginners(MyEmployee):
pass

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