NumPy For Data Science & Machine Learning:: From Beginner To Advanced Level
From Beginner To Advanced Level
Updated on Oct, 2023
Language - English
Duration -2 hours
Hi, welcome to the 'NumPy For Data Science & Machine Learning' course. This forms the basis for everything else. The central object in Numpy is the Numpy array, on which you can do various operations. We know that the matrix and arrays play an important role in numerical computation and data analysis. Pandas and other ML or AI tools need tabular or array-like data to work efficiently, so using NumPy in Pandas and ML packages can reduce the time and improve the performance of the data computation. NumPy based arrays are 10 to 100 times (even more than 100 times) faster than the Python Lists, hence if you are planning to work as a Data Analyst or Data Scientist or Big Data Engineer with Python, then you must be familiar with the NumPy as it offers a more convenient way to work with Matrix-like objects like Nd-arrays. And also we’re going to do a demo where we prove that using a Numpy vectorized operation is faster than normal Python lists.
So if you want to learn about the fastest python-based numerical multidimensional data processing framework, which is the foundation for many data science packages like pandas for data analysis, sklearn, scikit-learn for the machine learning algorithm, you are at the right place and right track. The course contents are listed in the "Course content" section of the course, please go through it.
I wish you all the very best and good luck with your future endeavors. Looking forward to seeing you inside the course.
Towards your success:
What will you learn in this course:
- NumPy For Data Analysis
- NumPy For Data Science
- Numerical Computation Using Python
- How To Work With Nd-arrays
- How To Perform Matrix Computation
What are the prerequisites for this course?
- Basics Of Python
- Anaconda Installation to work with the NumPy and Python
- Basic mathematics
- Willing to learn data analysis, data science or numerical computation for programm
Check out the detailed breakdown of what’s inside the course
Introduction - Installation and Setup
- Preview of The Course 02:37 02:37
- What is NumPy? 03:30 03:30
- How To Install And Setup NumPy & Pandas 07:00 07:00
- How To Work With The Jupyter Notebook 16:56 16:56
Indexing In NumPy
File Handling In NumPy
Numerical Computation In NumPy
Boolean Arrays & Sorting In NumPy
Pruthviraja LProfessional Educator, Software Trainer and Author
Hi, I am Pruthviraja L, with more than 6+ years of Training and Teaching experience from Technical Institutes, Teaching is my passion. I've obtained my both PG( M.Tech) in Power Systems Engineering and UG(B.E) in Electrical and Electronics Engineering from V.T.U - Belgaum, Karnataka, India.
I'm a Certified Data Analyst. I got certifications from various eLearning centers including Udemy, Intellipaat-Bengaluru, LinkedIn eLearning center, etc.
I've successfully published and presented 6 + research papers in various 'National & International Journals and Conferences'. I'm a member of various National and International Journals including Elsevier and IEEE.
I'm a multi-faceted software professional aspirant with demonstrated capability in deploying analytical and programming methodologies to extract insights for boosting and bolstering user requirements. Adept at conducting statistical analysis and data modeling for transforming raw data into actionable strategies. Proficient in visualizing data to execute projects & set organizations on the path to profitability. 6 + years of teaching experience in engineering institutes with programming skills in Matlab, Python, SAS, R and enthusiasm in developing AI and Machine learning skills motivated me to involve in the dynamic working environment to utilize skills and maximize the profit for the organization.
I've written a student-friendly textbook in the electrical engineering field titled 'Elements of Electrical Engineering (ISBN: 9789386768001)' under the publication of 'I.K. International Publishing House Pvt Ltd', New Delhi-110016 India. The book is available in many countries including the USA and UK via Amazon and many other seller portals. The book is now started distributing under Wiley India Pvt. Ltd.
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