Data Science & Machine Learning Fundamentals Course Overview
Data science is about using statistics to draw insights from data to drive action and improve business performance.
This course will guide you through the world of data science and machine learning, using applied examples to demonstrate real-world applications. Whether you’re an aspiring data scientist or a c-level exec, this course will bring you up to speed on everything data science. You’ll be introduced to machine learning, classification, exploratory data analysis, feature selection, and feature engineering—what they mean and how they are relevant to your business.
We’ll start by defining the skills, tools, and roles behind data science that work together to create insights. We’ll then walk through regression and classification—the most common predictive and statistical techniques.
Finally, you will understand why having a basic understanding of data science outputs is essential to all business stakeholders and how we can use those outputs to make business decisions.
Data Science & Machine Learning Fundamentals Learning Objectives
Upon completing this course, you will be able to:
Distinguish data science from business intelligence
Outline the data science and machine learning process
Describe basic data science terms, roles, skills, and applications
Distinguish popular models used for data science and machine learning
Identify common data preparation steps to better understand your data, better structure your data, and remove errors
Evaluate model results
Who should take this course?
Whether you are a business leader or an aspiring analyst exploring data science, this Data Science & Machine Learning Fundamentals course will serve as your comprehensive introduction to this fascinating subject.
You’ll learn all the key terminology to allow you to talk data science with your teams, begin implementing analysis, and understand how data science can help your business.
Why stop here? Expand your skills and show your expertise with the professional certifications, specializations, and CPE credits you’re already on your way to earning.
FinTech Industry Professional (FTIP)™
Skills Learned Financial Technology Fundamentals, Data Science and Machine Learning, Cryptocurrencies and Blockchain
Career Prep Data Science and Machine Learning, Data Analyst, Business Analyst, Software Developer
Great insights in short time and well-designed study courses
Amazing knowledge sources and easy understanding details. Definitely novice or experienced should touch base the courses.
CARaja Kvn
Encountering CFI has been a really wonderful. While searching for free online courses on the internet, I came across CFI and I thought to myself "this might be one of those sights that tell you they have free courses, but you will either pay for it or won't be able to use it in the workspace". today CFI has given me an edge among my peers by providing an opportunity for me to gain certificates, add them to my CV and go into the workspace, while fulfilling my dreams to work at my dream job.
Kelechi James
Good Course
taking the course was so Good
Albert Aluda Kedogo
Great Course
A great course to introduce the future of finance!
Ingrid Van Niekerk
It was awesome
Very well organized course with to the point narration supported by good examples.
Dr. Ajay D Shinde
Awesome Course
Learned a few things that I did not know existed.
Raja Shekhar
Machine Learning is important skill to have in the future
Machine learning is a new thing for me, and this course is such a great learning opportunity for me to start
Arvin winatha
very informative and helpful
shahsta mostafa
Great Introduction to AI & ML
As I am totally new to this area, the course provided a great overview of what AI & ML are and I now look forward to completing the Data Science Specialization.
Dominic Turnbull
Exemplary online learning module
The structure, pace and clarity of both the narration and the presentation slides were excellent. As an experienced trainer, I was very impressed by this module.
M S Akhurst
awesome
Please increase the financial aid to 80% for african students
SAMUEL SUGURU LAARY
Good learning experience
Kudos to CFI teams for this wonderful and amazing opportunity to participate in the course and training with the proof of certification.
Segun Okikiola Sangokoya
i love the direction the study plan gives
Samuel Musyoki
Eye opening to the world of Data Science & machine Learning
This Course is very good for those who are curious about Data Science and would want to pursue it either as a Leader or to become a Data Scientist.
Davies Chabala
Mathematician Entrepreneur
When I wanted to start this course, I doubted about its quality 'n ease of course spending.
It's highly recommended!
You'll learn many concepts easily. That's a great starting point for DS & ML, even much better than many programming courses.
Parian Hatami
Very relevant course, on the cutting edge of industry requirement.
Emmanuel Essien
The course was well-organized and easy to follow
The course began by defining data science and machine learning and explaining the different roles that data scientists and machine learning engineers play in the business world. It then covered the basics of data science and machine learning, including topics such as data collection, data cleaning, data analysis, machine learning algorithms, and model evaluation.
The course also discussed the different job descriptions in the data science and machine learning field. I found this to be particularly helpful, as many companies combine multiple data science and machine learning roles into one job posting. The course helped me to understand the different skills and responsibilities required for each role, so that I can now tailor my job search accordingly.
Overall, I was very impressed with the Fundamentals of Data Science and Machine Learning as it Relates to Business Intelligence course. It was a great introduction to the field, and it provided me with the knowledge and skills I need to start my career in data science and machine learning.
I would highly recommend the Fundamentals of Data Science and Machine Learning as it Relates to Business Intelligence course to anyone who is interested in learning more about this field. It is a great way to get started in data science and machine learning.
YUSUF OMOTOSHO
Clear and to the Point
The videos and practices where all really clear and did not sway off topic.
Asher Hancock
Data Science & Machine learning fundamentals
The course aims to have a positive impact on participants' professional development by enhancing their expertise in data science and machine learning. It equips them with skills that are increasingly in demand in various industries.
Riyan Daryanto
Data Science & Machine Learning Vital To All Accounting Professionals
Understanding your financials is important, but understanding the underlying activity driving into your financials is fundamental to truly knowing and managing your business!
Peter Oomen
An outstanding learning platform that offers a cutting edge experience and skills!
Spencer Kipngetich
intriguing
an eye opener into machine learning
Tinashe Hemish Katanda
Clarity of topic with examples
I really enjoyed listening to the topics. It has a clear format, precise depth to make you understand the outcome with relevant examples.
Shruti Goel
Superb courses
Recommend to all those who keen to learn new skills and topics that will definitely assist at working place.
Renuka
I have gotten a great deal of knowledge and skill I will motivate my colleagues and friends to attend those trainings delivered by CFI
I am very happy to join this wonderful online learning platform.I admire your dedication continue in such a way.
Amanuel Worku Taye
Brilliant
Awesome way to start learnine data science with machine learning withour fear or intimidation.
Joshua Ademola Adesoji
I'm grateful, you should too.
Idowu Mustapha Olamide
The best course I have seen on Machine Learning and Data Science Fundamentals
I absolutely loved watching the presentation and the videos, the explanations given for the fundamentals of Machine Learning and Data Science were so clear and concise, it was an amazing learning experience. I am very thankful to the CFI instructors and the team for building such a beautiful course. Again I cannot thank them enough, they are amazing.
Kiranraj Tanwar
An interesting piece
The possibilities with data and machine learning are immeasurable
Godwin Obeya
Thanks for your engagement though out the course
Harry Kadaonanji
Great Course head bowed
The course was engaging and the tutor had vast knowledge about the field
Tinodiwanaishe Mubururu
Good experience
I love the fact that the courses offered here are up to date with the current market demand. Self space learning help when you have a lot of work to do since you are able to schedule your time to learn when you are free of your duties.
David Otieno
"I recently completed this course on CFI, and I couldn't be happier with my experience. The platform provided top-notch instruction, engaging content, and a user-friendly interface. The course material was comprehensive and well-presented, making complex concepts easy to understand.
Mahir Faysal Prottoy
Ìnteractive and explanatory
This course is insightful and explanatory and I recommend it to anyone who wants to gain useful insight in Data Analysis and Machine Learning.
Innocent Dennis Mafiele
Really enjoyed this course
Clear delivery and very precise balance between the depth and cover for the targeted level. Thank you!
Oleg Roshka
Machine learning is fundamental to data analysis
Learning this course is essentail
Jefferson Matewa
The contents are top notch
Muhammad Bello Baba
Engaging and beautiful
The course requires much patience and follow through
Oluwafemi Adeleke
Kudos to CFI for giving me access to these accredited courses. It's been worthy experience for me going through the courses (Data Science &ML Fundamentals) to learn and take best fit exercises, tests and sets of exams. I recommend CFI courses to management and employers in enhancing their continuing professional development of their employees.
Frederick Kofi Arhin
Data Science And Machine Learning Process
Very Interesting With Clear Explanation
Abdullahi Ibn Mohammed
Great content
Content is the right level, but comprehensive in terms of scope.
Brian Flagg
A non technical introduction to the subject
Basic concepts are well explained. The thin line between the two domains i.e. BI and Data Science & ML has been explained in detail and presented graphically in an excellent manner. Really helps in deciding which domain to follow based on one's skills.
Farooq Anwer
very good
please if you have not does this course please do
Denis Karaya
Highly recommended !
Ahmed Hassan
Please keep your learning materials safe and try to revise them always.
Thanks
ALI AL MALKI
Top Class
I had a great time doing this course. Everything you need to know on the fundamentals of data science and machine learning is right here!
Tinashe Bande
Great Intro
This is an excellent introduction to data science. It is clear and concise so there are no chances if you getting lost!
Antowan
amazing
it was a good course to follow
KAREN SEBOLAWE
Learn New Stuffs which can help me in Future
Amazing Course being offered online free of Cost. Do check it out
Talha Abbas
Very Insightful Course
Best clarification for different BI and Data Science roles, functions, and many other terminologies.
Abdullateef M Nosseir
Good Times
Really appreciated the course
Aimé Shangula
CFI - A Comprehensive and Practical Learning Experience
I highly recommend CFI courses to anyone looking to enhance their financial knowledge and skills. The courses are incredibly informative and useful, providing practical insights and real-world applications that can be immediately put into practice. The instructors are highly knowledgeable and engaging, making the learning experience both enjoyable and effective. Overall, I am very impressed with the quality of the courses offered by CFI and look forward to continuing my professional development with their support.
Le Nguyen Thanh Hai
New helpful knowledge
New helpful knowledge
Marco George Saad
stretching
You guys are going to enjoy the course.
Bode Vincent Olowofela
Data Science and Machine Learning
This is a growth mindset for me.The course is Challenging nevertheless insightful.
DANJUMA GIDEON AMANA
Practical real-life teaching
CFI curated courses is the Bomb out there!!
Omoayena Kingsley
Good experience with CFI
Very help full for me thank you so much CFI.
Kuldeep Gupta
maximum potential
i had the expirience to know a lot
Sai Khanje
Worth the Time
it is not a waste of time and energy
Cornelius K. Boahen
Way To Good
Absolute Perfect App
Apramey Kulkarni
Not easy course but thrilling
Am happy to have learnt more on machine learning
Tinashe Madondo
Very cool and educative
I am really enjoying this course
Eguolor DOLOR
comprehensive
This course trys really well, in my view to cover and simply many concepts in Data science and Machine Learning
Ibrahim Dare Adebayo
It clarifies complex ML concepts.
It clarifies complex ML concepts.
Muluken Kassahun
great learning experience
Peter Uyokei
very interesting but challenging course, had to go over the course multiple times
Uzoamaka Chinyem
NEW SKILL
Wowoow. This course is absolutely awesome and relevant to the current Job market. I am impressed by the skills I got from this course and the way it is delivered.Kudos to CFI team
Alphonse Mugisha
Great stepping stone
I've always been baffled by what data science is exactly and this course unlocked my understanding and curiosity in a simple and easy format.
Thubelihle Lindani Dlamini
Informative coverage of Data Science Process and ML fundamentals
Clearly distinguishes the Data Science Process and how these steps are referenced in the Machine Learning world and the types of ML in a nutshell. This course introduces one to concepts and what you need to know to dig deeper into Data Science and ML.
Linda Etuhole Nakasole
Amazing!
I encourage students to take fundamentals for Data science with CFI
Tom Waiswa
It was incredible
You need to exercise patience, be attentive and ensure that note every little details possible.
Olanrewaju Durojaiye
The best experience.
I would encourage even others to try this course.
NYINAWUMUNTU Valentine
Amazing
Wonderful learning experience
Olaoye Adewale Oderinde
BIDA a special section
perfect and life changing experience
Gerald Chando
Great
I enjoyed this teaching
JAMES FAVOUR MODUPEOLUWA
Great Course
You are doing a great Job.
Chukwuma Osahor
A course worth taking
STANLEY DUBE
Enlightening
I highly recommend this country. It is everything you need for data science
Ibrahim Amoo
awesome
Im loving the opportunity
TUNDE EKEMEZIE
VERY GOOD
VERY HAPPY I TOOK THIS COURSE
Kwabena Asare
Confidence Booster
if you're new to Data Science/ML, this one will help you gain a little more confidence in your knowledge and skills.
Elton Runesu
COMPREHENSIVE CONTENT
very comprehensive interactive Content
PAUL NGUTI KAVEVO
Awesome
Great learning experience
Charles Awematu Azakem
Happy to get new knowledge!
Take your chance to achieve a new level. Retake lessons if you haven't got some info after the first listening.
Olga Gorenko
Data Analytics and Machine Learning Fundamentals
I enjoyed the course. It is very helpful
Valentine Mwai
Easy to understand platform and lecture notes are extremely helpful
FESTUS EFOSA OMOREGIE
Great
You will learn a lot of concepts that get the ball rolling
David Mangwana
I found myself lucky to benefit from this program, everything here is made simple and clear
Ajasa Hameed Olamilekan
I had a nice experience
Thank you for this course
John Fynn
Best Institute
I would recommend everyone to do it.
Gaurav Wadhwa
This course re-ignited my interest in data science
Pule Molise
superb
Cfi courses are always interesting, challenging and educative
Akano Afusat
Awesome. Enlightening.
I love the education and all the values in the learning curve. Thanks
OPEYEMI OLALEYE
Awesome experience!
This is an incredible opportunity to move into Data Science & ML, expecially for me coming from Engineering background with Project Management and Supply Chain experience. This is a good start to having a robust career in today's challenging world of Business & Tech.
All of our certification programs are open to students and professionals in various industries and levels of experience. Our curriculum is designed to teach what you need to know from basic fundamentals to advanced practical case studies. To take the courses and complete the exercises, students will only need access to a PC and/or Mac, Microsoft Suite (2016 or newer), and a stable internet connection. Click here to view the Technical Requirements
Can I download the Excel files and financial modeling templates for the course?
Absolutely! All the files and templates needed in a course are available for download. Just look for a module that shows Downloadable Files within the course dashboard. See here for a visual guide on how to do this.
How long do I have to complete the courses?
You will have yearly access to the courses as long as you maintain an active subscription. All the courses are self-paced as well so you can take your time in learning without worrying about any deadlines. Click here to compare our available enrollment options.
Are CFI courses officially accredited?
Yes, CFI is accredited by the Better Business Bureau® (BBB) to maintain training standards, the CPA Institutions in Canada, and the National Association of State Boards of Accountancy (NASBA) in the USA. Most of our courses qualify for verified CPE credits for CPA charter holders. Please refer to this page to view all available CPE credits.
All our online courses are priced in USD. As this is a recurring payment, we accept all major credit and debit cards including Visa, MasterCard, and American Express.
Students are required to complete an online assessment (Multiple choice questions, Fill-in-the-Blanks, and Excel Questions) at the end of each course. You can take the exams on your own schedule and will need to earn at least 80% to pass the course and earn your certificate of course completion. Please note that course exams can be repeated as many times as you need. Students are also required to complete the FMVA® final exam to earn their certification. How to Take a Qualified Assessment
Can I email the instructor if I have questions?
While the courses are designed mainly for self-study, we are happy to provide email assistance for general or technical support inquiries. The Full Immersion bundles include a premium email support function that allows you to communicate directly with in-house experts regarding course content. This is one of the key features that sets the Full Immersion bundle apart and makes it a worthwhile upgrade over the more affordable self-study bundle. You can compare more features in our bundles here.
Will these courses help me advance my career?
Based on hundreds of reviews from thousands of students we know how CFI courses have helped so many people advance their finance careers. Our courses are designed to be extremely practical and simulate the experience of being trained as a professional financial analyst…the ultimate way to advance your career. For real-world examples and to help delve even deeper into the course concepts, please look into our free career resources library.
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