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Machine Learning Fundamentals (edX)

Understand machine learning’s role in data-driven modeling, prediction, and decision-making. Do you want to build systems that learn from experience? Or exploit data to create simple predictive models of the world?

Machine Learning with Python: from Linear Models to Deep Learning (edX)

May 27th 2024
Machine Learning with Python: from Linear Models to Deep Learning (edX)
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An in-depth introduction to the field of machine learning, from linear models to deep learning and reinforcement learning, through hands-on Python projects. Machine learning methods are commonly used across engineering and sciences, from computer systems to physics. Moreover, commercial sites such as search engines, recommender systems (e.g., Netflix, Amazon), [...]

Data Preparation and Analysis (Coursera)

This course introduces the necessary concepts and common techniques for analyzing data. The primary emphasis is on the process of data analysis, including data preparation, descriptive analytics, model training, and result interpretation.

The Nuts and Bolts of Machine Learning (Coursera)

May 6th 2024
The Nuts and Bolts of Machine Learning (Coursera)
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This is the sixth of seven courses in the Google Advanced Data Analytics Certificate. In this course, you’ll learn about machine learning, which uses algorithms and statistics to teach computer systems to discover patterns in data. Data professionals use machine learning to help analyze large amounts of data, solve [...]
May 6th 2024
Course Auditing
36.00 EUR/month

Unsupervised Learning, Recommenders, Reinforcement Learning (Coursera)

May 6th 2024
Unsupervised Learning, Recommenders, Reinforcement Learning (Coursera)
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In the third course of the Machine Learning Specialization, you will: Use unsupervised learning techniques for unsupervised learning: including clustering and anomaly detection; Build recommender systems with a collaborative filtering approach and a content-based deep learning method; Build a deep reinforcement learning [...]

Machine Learning: Concepts and Applications (Coursera)

May 6th 2024
Machine Learning: Concepts and Applications (Coursera)
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This course gives you a comprehensive introduction to both the theory and practice of machine learning. You will learn to use Python along with industry-standard libraries and tools, including Pandas, Scikit-learn, and Tensorflow, to ingest, explore, and prepare data for modeling and then train and evaluate models using a [...]

Unsupervised Algorithms in Machine Learning (Coursera)

May 6th 2024
Unsupervised Algorithms in Machine Learning (Coursera)
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In this course, we will learn selected unsupervised learning methods for dimensionality reduction, clustering, finding latent features, and application cases such as recommender system with hands-on examples of product recommendation algorithms.

Create Machine Learning Models in Microsoft Azure (Coursera)

May 6th 2024
Create Machine Learning Models in Microsoft Azure (Coursera)
Course Auditing
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Machine learning is the foundation for predictive modeling and artificial intelligence. If you want to learn about both the underlying concepts and how to get into building models with the most common machine learning tools this path is for you. In this course, you will learn the core principles [...]

Data Warehousing and Business Intelligence (Coursera)

This course builds on “The Nature of Data and Relational Database Design” to extend the process of capturing and manipulating data through data warehousing and data mining. Once the transactional data is processed through ETL (Extract, Transform, Load), it is then stored in a data warehouse for use in [...]

Data Mining Methods (Coursera)

This course covers the core techniques used in data mining, including frequent pattern analysis, classification, clustering, outlier analysis, as well as mining complex data and research frontiers in the data mining field. Data Mining Methods can be taken for academic credit as part of CU Boulder’s Master of Science [...]