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
  1. Kurs 1 Introduction to Machine Learning: Supervised Learning
  2. Kurs 2 Introduction to Machine Learning: Unsupervised Learning
  3. Kurs 3 Introduction 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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Nazif Bayram
$49
CampusOnline Assistant
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