Explore ML Core Skills, Stats, Probability, Algortihms, Predicitve Models, KNN and PCA, Handling Real World Data & More
Machine Learning Essentials with Python is a foundation-level, three-day hands-on course that teaches students core skills and concepts in modern machine learning practices. This course is geared for attendees experienced with Python, but new to machine learning, who need introductory level coverage of these topics, rather than a deep dive of the math and statistics behind Machine Learning. Students will learn basic algorithms from scratch. For each machine learning concept, students will first learn about and discuss the foundations, its applicability and limitations, and then explore the implementation and use, reviewing and working with specific use cases
Working in a hands-on learning environment, led by our Machine Learning expert instructor, students will learn about and explore:
This “skills-centric” course is about 50% hands-on lab and 50% lecture, with extensive practical exercises designed to reinforce fundamental skills, concepts and best practices taught throughout the course.
Topics Covered: This is a high-level list of topics covered in this course. Please see the detailed Agenda below
NOTE: Students who want a more math-centric, deeper dive into detailed statistics and algorithm review might consider this course as an alternative: TTML5504 Machine Learning Foundation: Working with Statistics, Algorithms and Neural Networks
Need different skills or topics? If your team requires different topics or tools, additional skills or custom approach, this course may be easily adjusted to accommodate. We offer additional related Machine Learning, AI, Deep Learning, data science, programming (Python, R, Java, Scala etc.) and development courses which may be blended with this course for a track that best suits your learning objectives. Our team will collaborate with you to understand your needs and will target the course to focus on your specific learning objectives and goals.
This course is geared for attendees with solid Python skills who wish to learn and use basic machine learning algorithms and concepts.
Students should have attended or have incoming skills equivalent to those in this course:
Please see the Related Courses tab for specific Pre-Requisite courses, Related Courses that offer similar skills or topics, and next-step Learning Path recommendations.
Please note that this list of topics is based on our standard course offering, evolved from typical industry uses and trends. We’ll work with you to tune this course and level of coverage to target the skills you need most.
Statistics and Probability Refresher and Python Practice
Probability Density Function; Probability Mass Function; Naive Bayes
Machine Learning with Python
KNN and PCA
Dealing with Real-World Data
Experimental Design / ML in the Real World
Optional: Time Permitting
Deep Learning and Neural Networks
Student Materials: Each student will receive a Student Guide with course notes, code samples, setp-by-step written lab instructions, software tutorials, diagrams and related reference materials and links (as applicable). Students will also receive related (as applicable) project files, code files, data sets and solutions required for any hands-on work.
Lab Setup Made Simple. All course labs and solutions, data sets, software, detailed courseware, lab guides and resources (as applicable) are provided for attendees in our easy access, no installation required, remote lab environment. Our tech team will help set up, test and verify lab access for each attendee prior to the course start date, ensuring a smooth start to class and successful hands-on course experience for all participants.
Live scheduled classes are listed below or browse our full course catalog anytime
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Check out custom training solutions planned around your unique needs and skills.
Exclusive materials, ongoing support and a free live course refresh with every class.
Please see the current upcoming available open enrollment course dates posted below. Please feel free to Register Online below, or call 844-475-4559 toll free to connect with our Registrar for assistance. If you need additional date options, please contact us for scheduling.
|Machine Learning Essentials with Python||3 Days||Jun 12 to Jun 14||10:00 AM to 06:00 PM EST||$2,195.00||Enroll|
|Machine Learning Essentials with Python||3 Days||Aug 7 to Aug 9||10:00 AM to 06:00 PM EST||$2,195.00||Enroll|
|Machine Learning Essentials with Python||3 Days||Oct 2 to Oct 4||10:00 AM to 06:00 PM EST||$2,195.00||Enroll|
|Machine Learning Essentials with Python||3 Days||Nov 29 to Dec 1||10:00 AM to 06:00 PM EST||$2,195.00||Enroll|
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