Member - Blog

Python Programming for Data Science and Machine Learning

Python is a general-purpose, high-level, object-oriented, and easy to learn programming language. It was created by Guido van Rossum who is known as the godfather of “Python”.

Python is a popular programming language because of its simplicity, ease of use, open-source licensing and accessibility — the foundation of its renowned community which provides great support and help in creating tons of packages, tutorials, and sample programs.

Python can be used to develop a wide variety of applications — ranging from Web, Desktop GUI based programs/applications to science and mathematics programs, and Machine learning and other big data computing systems.

Let’s explore the use of Python in Machine Learning, Data Science and Data Engineering.

Machine Learning

Machine learning is a relatively new and evolving system development paradigm that has quickly become a mandatory requirement for companies and programmers to understand and use. See our previous article on Machine Learning for the background. Due to the complex, scientific computing nature of machine learning applications, Python is considered the most suitable programming language. This is because of its extensive and mature collection of mathematics and statistics libraries, extensibility, ease of use and wide adoption within the scientific community. As a result, Python has become the recommended programming language for machine learning systems development.

Data Science

Data science combines cutting edge compute and storage technologies with data representation and transformation algorithms and scientific methodology to develop solutions for a variety of complex data analysis problems encompassing raw and structured data in any format. A Data Scientist possesses knowledge of solutions to various classes of data-oriented problems .. and expertise in applying the necessary algorithms, statistics, and mathematic models, to create the required solutions. Python is recognized among the most effective and popular tools for solving data science-related problems.

Data Engineering

Data Engineers build the foundations for Data Science and Machine Learning systems and solutions. Data Engineers are technology experts who start with the requirements identified by the data scientists. These requirements drive the development of data platforms that leverage complex data extraction, loading, and transformation to deliver structured datasets that allow the Data Scientist to focus on solving the business problem. Again, Python is an essential tool in the Data Engineer’s toolbox — one that is used every day to architect and operate the big data infrastructure that is leveraged by the data scientist.

Use cases for Python, Data Science and Machine Learning

Here are some example Data Science and Machine Learning applications that leverage Python.

  • Netflix uses data science to understand user viewing patterns and behavioral drivers. This, in turn, helps Netflix to understand user likes/dislikes and predict and suggest relevant items to view.
  • Amazon, Walmart, and Target are heavily using data science, data mining and machine learning to understand user's preferences and shopping behavior. This assists in predicting demand to drive inventory management and to suggest relevant products to online users or via email marketing.
  • Spotify uses data science and machine learning to make music recommendations to its users.
  • Spam programs are making use of data science and machine learning algorithm(s) to detect and prevent spam emails.  

This article provides an overview of Python and its application to Data Science and Machine Learning and why it is important. Aezion Inc. Solution Architects, Engineers and Custom Software Developers can assist you with exploring Python-based solutions for your Data Science and Machine Learning applications. Contact us to learn more.

  • Oct 14, 2019
Become a Member to post Articles

Comments - 0

Share Your Thoughts

Verify you're Human*

Just check on this box below to verify

Search In blog :

Categories :

Education Services (Schools, Tutors) (44)

Tips For Students To Improve Their Writing This Semester

Benefits of Smart Cities

Best Event Management Institutes Mumbai

You're Losing Grades by Not Using Essay Assistance

4 Tips To Make Yourself Prince2 Certification Ready

5 Skills To Be Pinned In Your DevOps-Engineer Journal

Kindergarten Readiness - What Teachers Can Do

A Sneak Peak To The Learning Carnival - Get Latest Technology Insights

NEET 2020 Exam Details

How to Make Your Students Listen to You

Advance Your Career with an Early Childhood Education Certification

6 Main Differences Between IGCSE And CBSE

What Can You Expect For NEET 2020?

A Guide To Online Learning During The COVID 19 Pandemic

NEET Chapter Wise Weightage For Subjects

Why Is Social Development an Important Part of Early Education?

New JEE And NEET Dates For 2020

Effective ‘Learn From Home’ During The Corona Crisis

Ways to Keep Your Little One Engaged at Home

Sports – An Integral Part of School Life

How to Effectively Home School your children during the Covid-19 Pandemic

Boarding School – Why It Is the Best Option

Simple Strategies to Help You Improve Your Exam Scores

Why ICSE Could Be the Right Option for Your Child

Career Options After an Early Education Program

Online Schooling: A Perspective In The Current Scenario

What Are Your Career Options in the Early Education Field?

Top 10 IBDP Terms Parents Need To Know

Child Care Center Director - Qualification and Responsibilities

How To Stay Focused During The AP Exams 2021

Tips for Effective Online Learning

Are SAT Subject Tests Required For College Admission?

Making Possible Effective Career Advancement as an Educator

Early Childhood Education Program - What You Need to Know

8 Interesting Facts About ACT

Why Students Should Take AP Courses?

Importance of Curriculum Planning in Education

10 Reasons To Choose Cambridge Curriculum For Your Child

What Is The Difference Between AI And AA In IB Math?

ECE Training and School Management

Differences Between IGCSE And IB Curriculum

What Is IGCSE And Is It The Right Choice For My Child?

How Do Early Childhood Educators Impact Children’s Emotional Development?

What Is Theory Of Knowledge - TOK In IB Curriculum

Health Care Treatment (55)

Ayurvedic treatment of skin diseases

Common Reasons Behind Chronic Abdominal Pain in Adults

Travelling for Surgery – Doing It the Right Way

Treating Cough and Cold with Homeopathy

What causes excessive burping?

Acid Reflux Should Not Be Ignored March 2020

Say Goodbye to Chronic Digestive Problems!

How to make your home safe for Elders

How to achieve Affordable Healthcare in India

The Importance of Regular Health Check-Ups April 2020

Diseases related to Gastroenterology and Hepatology

Do not ignore these signs of a cardiac emergency

Recognize the warning signs of brain tumour, save a life

Holistic Approach to Raising Immunity!

The Effect of Coronavirus on Mental Health

Homeopathy Can Set You on the Path to Holistic Wellness

How to deal with Traumatic Brain Injury

Healthcare in the Post COVID-19 World

Homeopathy’s Role in the History of Epidemics

A South Indian Diet Plan For Heart Patients

Peptic Ulcers: Causes and Prevention

Fever Awareness and Remedies

The Importance of Boosting Your Immunity the Natural Way

Never Ignore Head Injuries

Positive Patient Experience with Kauvery Hospital

Traumatic Brain Injury - Causes, Symptoms and Treatments

Advantages of Treating Childhood Illness with Homeopathy

Congenital Spine Defect Cured After Surgery

Managing Arthritis with Homeopathy

Health Risks While Returning to Work after the Lockdown

Cardiac Surgery During COVID Times – Restoring Hope

Urological Diseases that affect Youngsters and Elders

How to Find the Best Gynecologist

Homeopathy Can Ease Winter Illnesses

Life after COVID19 for Senior Citizens

Orthopaedic Precautions For Seniors In Cold Weather

Health tips for Elderly during COVID-19

Vaccines for New Born Babies

Gastroenteritis

Masterstroke Against Stroke

Tips to take care of the heart

Why is breast self-examination important?

Kauvery Hospital’s excellent liver transplant program

Why is a regular health checkup important?

Save Your Knees

Understanding Chemotherapy

Kidney Stones - Treatment Methods

Knowing When to Go to the Hospital

How are homeopathic medicines prepared?

Tips for Managing Spring Allergies

Ankle Sprain: Causes, Symptoms, and Treatment

Heart Disease Awareness in Kauvery Hospital

Diabetic Kidney Disease

A Knock on the Head and There Goes your Memory

Coronary Heart Disease Awareness

Do You Have Questions?

Feel free to contact us by email. We usually respond within 24-48 hours.

Sign In LocalbizNetwork