When does class start/end?
Class hours may vary, please reach out to contact@ascendientlearning.com if you have any questions.
Mathematics for Machine Learning with Python
This ML with Python course provides a comprehensive foundation in the mathematical and computational principles that underpin modern machine learning. Learners will develop a strong understanding of...
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Duration
3 days
Course Code
WA3839
Available Formats
Classroom
Overview
Course Description
This ML with Python course provides a comprehensive foundation in the mathematical and computational principles that underpin modern machine learning. Learners will develop a strong understanding of linear algebra, calculus, probability, and statistics, and apply these concepts using Python to solve real-world problems. Through a combination of theoretical instruction, hands-on Python exercises, and practical case studies, the course bridges mathematical intuition with applied machine learning techniques. By the end of the course, learners will be able to understand, implement, and evaluate machine learning models with confidence.
Skills Gained
- Apply core linear algebra concepts such as vectors, matrices, and decompositions in machine learning contexts
- Use calculus concepts including derivatives and gradient descent to support model optimization
- Explain and apply probability concepts, distributions, and Bayesian inference
- Perform statistical analysis using descriptive and inferential methods and hypothesis testing
- Use Python, NumPy, Pandas, and Matplotlib for mathematical computing and data analysis
- Implement supervised and unsupervised machine learning techniques
- Evaluate and select models using appropriate performance metrics and real-world case studies
Who Can Benefit
- Software developers
- IT architects
- Technical and product managers
- Designers
- Data analysts
- Data engineers
Course Details
Course Details
Linear Algebra
- Vectors and Matrices
- Eigenvalues and Eigenvectors
- Matrix Decompositions
Calculus
- Derivatives and Integrals
- Differential Equations
- Gradient Descent
Probability
- Basic Probability Concepts
- Discrete and Continuous Probability Distributions
- Bayesian Inference
Statistics
- Descriptive Statistics
- Inferential Statistics
- Hypothesis Testing
Python for Mathematics
- Python Basics
- NumPy and Pandas for Data Manipulation
- Matplotlib for Visualization
Machine Learning Techniques
- Supervised Learning
- Unsupervised Learning
- Model Evaluation and Selection
Case Studies and Applications
- Real-World Machine Learning Projects
- Application of Mathematical Concepts
- Hands-On Python Exercises
Schedule
FAQ
Does the course schedule include a Lunchbreak?
Classes typically include a 1-hour lunch break around midday. However, the exact break times and duration can vary depending on the specific class. Your instructor will provide detailed information at the start of the course.
What languages are used to deliver training?
Most courses are conducted in English, unless otherwise specified. Some courses will have the word "FRENCH" marked in red beside the scheduled date(s) indicating the language of instruction.
What does GTR stand for?
GTR stands for Guaranteed to Run; if you see a course with this status, it means this event is confirmed to run. View our GTR page to see our full list of Guaranteed to Run courses.
How do I find an Ascendient Learning training location?
We have training locations across the United States and Canada - View a complete list of classroom training locations.
Which delivery formats are available?
At Ascendient Learning, we offer training that is Instructor-Led, Online, Virtual, and Self-Paced.
Does Ascendient Learning deliver group training?
Yes, we provide training for groups, individuals and private on sites. View our group training page for more information.
What does vendor-authorized training mean?
As a vendor-authorized training partner, we offer a curriculum that our partners have vetted. We use the same course materials and facilitate the same labs as our vendor-delivered training. These courses are considered the gold standard and, as such, are priced accordingly.
Is the training too basic, or will you go deep into technology?
It depends on your requirements, your role in your company, and your depth of knowledge. The good news about many of our learning paths, you can start from the fundamentals to highly specialized training.
How up-to-date are your courses and support materials?
We continuously work with our vendors to evaluate and refresh course material to reflect the latest training courses and best practices.
Are your instructors seasoned trainers who have deep knowledge of the training topic?
Ascendient Learning instructors have an average of 27 years of practical IT experience and have also served as consultants for an average of 15 years. To stay current, instructors spend at least 25 percent of their time learning new, emerging technologies and courses.
Do you provide hands-on training and exercises in an actual lab environment?
Lab access is dependent on the vendor and the type of training you sign up for. However, many of our top vendors will provide lab access to students to test and practice. The course description will specify lab access.
Will you customize the training for our company’s specific needs and goals?
We will work with you to identify training needs and areas of growth. We offer a variety of training methods, such as private group training, on-site of your choice, and virtually. We provide courses and certifications that are aligned with your business goals.
How do I get started with certification?
Getting started on a certification pathway depends on your goals and the vendor you choose to get certified in. Many vendors offer entry-level IT certification to advanced IT certification that can boost your career. To get access to certification vouchers and discounts, please contact info@ascendientlearning.com.
Will I get access to content after I complete a course?
You will get access to the PDF of course books and guides, but access to the recording and slides will depend on the vendor and type of training you receive.
How do I request a W9 for Ascendient Learning?
View our filing status and how to request a W9.
Reviews
ExitCertified was a great. They gave me all the materials and information I needed ahead of time to prepare for the course.
This was effective way to provide a ton of information in a short time period.
Some Labs are very good but some steps it ask to update but its already updated, but overall its very good training.
the interface was super easy to use and the instructions to get ready for the course was also very simple and easy to understand.
Overall it was a good bootcamp. A lot to cover so it is understandable that the pace had to be a little fast.
