Advanced Machine Learning

Higher School of Economics via Coursera Specialization

Coursera Specialization based on 0 ratings

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Overview

The course “Advanced Machine Learning” is designed for learners with foundational machine learning knowledge who want to deepen their expertise in cutting-edge algorithms, techniques, and real-world applications. It explores complex models, scalable learning systems, and practical implementation strategies across diverse domains. Participants will study advanced topics such as ensemble methods (e. g. , boosting, bagging), deep learning architectures (CNNs, RNNs, transformers), probabilistic graphical models, reinforcement learning, and unsupervised learning techniques like clustering and dimensionality reduction. The course also delves into...

Syllabus

Course 1: Introduction to Deep Learning- Offered by HSE University. The goal of this course is to give learners basic understanding of modern neural networks and their applications ... Enroll for free.Course 2: How to Win a Data Science Competition: Learn from Top Kagglers- Offered by HSE University. If you want to break into competitive data science, then this course is for you! Participating in predictive ... Enroll for free.Course 3: Bayesian Methods for Machine Learning- Offered by HSE University. People apply Bayesian methods in many areas: from game development to drug discovery. They give superpowers to ... Enroll for free.Course 4: Practical Reinforcement Learning- Offered by HSE University. Welcome to the Reinforcement Learning course. Here you will find out about: - foundations of RL methods: ... Enroll for free.Course 5: Deep Learning in Computer Vision- Offered by HSE University. Deep learning added a huge boost to the already rapidly developing field of computer vision. With deep learning, ... Enroll for free.Course 6: Natural Language Processing- Offered by HSE University. This course covers a wide range of tasks in Natural Language Processing from basic to advanced: sentiment ... Enroll for free.Course 7: Addressing Large Hadron Collider Challenges by Machine Learning- Offered by HSE University. The Large Hadron Collider (LHC) is the largest data generation machine for the time being. It doesnt produce the ... Enroll for free.