Machine Learning: Theory and Hands-on Practice with Python
3.092 students enrolled
Machine Learning: Theory and Hands-on Practice with Python provides a comprehensive foundation in modern machine learning, spanning predictive modeling, unsupervised learning and visualization, and neural network–based approaches. From building and evaluating interpretable regression and classification models, to uncovering structure in unlabeled data, and ultimately training and applying deep learning architectures, you'll develop industry-relevant skills to understand, apply, and critically assess machine learning techniques used in real-world software engineering and AI systems. This specialization can be taken for academic credit as part of CU Boulder’s Masters of Science in Computer Science (MS-CS), Master of Science in Artificial Intelligence (MS-AI), and Master of Science in Data Science (MS-DS) degrees offered on the Coursera platform. These fully accredited graduate degrees offer targeted courses, short 8-week sessions, and pay-as-you-go tuition. Admission is based on performance in three preliminary courses, not academic history. CU degrees on Coursera are ideal for recent graduates or working professionals. Learn more: MS in Artificial Intelligence: https://www.coursera.org/degrees/ms-artificial-intelligence-boulder MS in Computer Science: https://coursera.org/degrees/ms-computer-science-boulder MS in Data Science: https://www.coursera.org/degrees/master-of-science-data-science-boulder
CERTIFICATEKatılım Sertifikası
FORMAT100% Online
DURATION1 ay
What you'll learn
Model Training
Machine Learning Methods
Statistical Machine Learning
Classification And Regression Tree (CART)
Model Optimization
Applied Machine Learning
Model Evaluation
Feature Engineering
Supervised Learning
Vision Transformer (ViT)
Recurrent Neural Networks (RNNs)
Large Language Modeling
Course Content
3 topics
Kurs 1Introduction to Machine Learning: Supervised Learning
Kurs 2Introduction to Machine Learning: Unsupervised Learning
Kurs 3Introduction to Deep Learning
Details
ProviderUniversity of Colorado Boulder
TypeCourse
CategoryData Science & AI
LevelIntermediate
Duration1 ay
LanguageEnglish
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Melis Gülsar
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