When does class start/end?
Class hours may vary, please reach out to contact@ascendientlearning.com if you have any questions.
Applied Linear Algebra, Calculus and Statistics for AI, ML and Data Science
Understanding the core concepts of artificial intelligence, machine learning, or data science is impossible without knowing the fundamentals of linear algebra, calculus, statistics, and probability....
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$1,667 USD
Duration
2 days
Course Code
WA3418
Available Formats
Classroom
Overview
Understanding the core concepts of artificial intelligence, machine learning, or data science is impossible without knowing the fundamentals of linear algebra, calculus, statistics, and probability. This training course teaches the essentials in the respective fields of knowledge to prepare the learners to start or advance their careers in the areas of AI, machine learning, or data science.
Skills Gained
- Gain a deep understanding of AI, ML, and Data Science fundamentals to accelerate further development
- Solve systems of linear equations using Gaussian elimination
- Perform vector operations, such as addition, subtraction, and dot product
- Apply derivatives to optimize squared loss and log loss
- Understand probability distributions and statistical inference
Who Can Benefit
- Software developers
- IT architects
- Technical and product managers
- Designers
- Data analysts
- Data engineers
Course Details
Applied Linear Algebra for Artificial Intelligence, Machine Learning, and Data Science
Systems of Linear Equations
- Singular vs non-singular matrices
- Linear dependence, independence, and the determinant
- Matrix row-reduction (Gaussian elimination)
- Rank of a matrix and row echelon form
- Systems of Linear Equations in AI, Machine Learning, and Data Science
Vector Operations and Linear Transformations
- Vectors and their properties
- Vector operations
- Linear transformations
- Matrix multiplication
- Determinants and Eigenvectors
- Machine Learning and matrices
Applied Calculus for Artificial Intelligence, Machine Learning, and Data Science
Derivatives and optimization for AI, Machine Learning, and Data Science
- Common derivatives and derivative properties
- Optimization of squared loss and log loss
CGradient Descent
- Partial derivatives, gradients, and optimization
- Optimization using gradient descent
Derivatives, optimization, and gradient descent in AI, Machine Learning, and Data Science
Applied Probability & Statistics for Artificial Intelligence, Machine Learning, and Data Science
Probability
- Probability, Conditional Probability, Bayes Theorem, and Independence
- Bayes Theorem, Naive Assumption, and The Naive Bayes Model
Probability Distributions
- Discrete and continuous distributions
- Normal, Binomial, Bernoulli, Uniform, and Chi-Squared distributions
- Probability Density Function and Probability Mass Function
- Cumulative Probability, Cumulative Distribution, and Cumulative Distribution Function
- Multivariate Probability Distributions and Covariance
- Probability Distributions in AI, Machine Learning, and Data Science
Statistical Sampling, Estimation, and Inference
- Population and sample
- Point Estimation
- Maximum Likelihood Estimation
- Linear regression
- Regularization
- Maximum a Posteriori Estimation
- Central Limit Theorem
- Statistical Inference: Confidence Intervals and Hypothesis Testing
- A/B Testing
- Statistical Sampling, Estimation, and Inference in AI, Machine Learning, and Data Science
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
it was good and very informative. Instructure covered everything in detail.
Good Course. We covered a lot of material in a short amount of time. This course had useful labs that built upon each other.
The training was good but needed the basic skills of maximo before getting deep in the configuration of it.
Fantastic and great training. Tons of hands-on labs to really make you understand the material being thought.
Great training it covered the most importan topics if GitHub copilot with good explanation and good labs.
