Machine Learning

380 reviews

Machine learning is the science of getting computers to act without being explicitly programmed. This course provides a broad introduction to machine learning, datamining, and statistical pattern recognition.

• Coursera
• 61 hours a week, 11 weeks long
• 28th Sep, 2020
• Free Online Course (Audit)

Goldsmiths University of London

Machine Learning for Musicians and Artists

91 reviews

Have you ever wanted to build a new musical instrument that responded to your gestures by making sound? Or create live visuals to accompany a dancer? Or create an interactive art installation that reacts to the movements or actions of an audience? If so,…

• Kadenze
• 7 weeks long
• On-Demand
• Free Online Course

• Best of All Time

Machine Learning Foundations: A Case Study Approach

40 reviews

In this course, you will get hands-on experience with machine learning from a series of practical case-studies. At the end of the first course you will have studied how to predict house prices based on house-level features, analyze sentiment from user r…

• Coursera
• 18 hours worth of material, 6 weeks long
• 27th Feb, 2023
• Free Online Course (Audit)

• Best of All Time

Introduction to Machine Learning Course

20 reviews

This class will teach you the end-to-end process of investigating data through a machine learning lens. Learn online, with Udacity.

• Udacity
• 10 weeks long
• On-Demand
• Free Online Course

University of Alberta;  Alberta Machine Intelligence Institute

Fundamentals of Reinforcement Learning

24 reviews

Reinforcement Learning is a subfield of Machine Learning, but is also a general purpose formalism for automated decision-making and AI. This course introduces you to statistical learning techniques where an agent explicitly takes actions and interacts wi…

• Coursera
• 15 hours worth of material, 4 weeks long
• 6th Mar, 2023
• Free Online Course (Audit)

• Best of All Time

Machine Learning with Python: from Linear Models to Deep Learning

25 reviews

An in-depth introduction to the field of machine learning, from linear models to deep learning and reinforcement learning, through hands-on Python projects. -- Part of the MITx MicroMasters program in Statistics and Data Science.

• edX
• 10-14 hours a week, 15 weeks long
• Self paced
• Free Online Course (Audit)

Practical Machine Learning

27 reviews

One of the most common tasks performed by data scientists and data analysts are prediction and machine learning. This course will cover the basic components of building and applying prediction functions with an emphasis on practical applications. The cou…

• Coursera
• 8-9 hours worth of material, 4 weeks long
• 27th Feb, 2023
• Free Online Course (Audit)

Machine Learning With Big Data

14 reviews

Want to make sense of the volumes of data you have collected? Need to incorporate data-driven decisions into your process? This course provides an overview of machine learning techniques to explore, analyze, and leverage data. You will be introduced t…

• Coursera
• 22 hours worth of material, 5 weeks long
• 6th Mar, 2023
• Free Online Course (Audit)

Fundamentals of Machine Learning for Healthcare

274 ratings at Coursera

This course will introduce the fundamental concepts and principles of machine learning as it applies to medicine and healthcare. We will explore machine learning approaches, medical use cases, metrics unique to healthcare, as well as best practices for d…

• Coursera
• 12 hours worth of material, 7 weeks long
• 6th Mar, 2023
• Free Online Course (Audit)

Applied Machine Learning in Python

6 reviews

This course will introduce the learner to applied machine learning, focusing more on the techniques and methods than on the statistics behind these methods. The course will start with a discussion of how machine learning is different than descriptive sta…

• Coursera
• 31 hours worth of material, 4 weeks long
• 6th Mar, 2023
• Free Online Course (Audit)

DeepLearning.AI;  Stanford

Neural Networks and Deep Learning

15 reviews

If you want to break into cutting-edge AI, this course will help you do so. Deep learning engineers are highly sought after, and mastering deep learning will give you numerous new career opportunities. Deep learning is also a new "superpower" that will l…

• Coursera
• 25 hours worth of material, 4 weeks long
• 6th Mar, 2023
• Free Online Course (Audit)

Few-shot Chest X-ray Diagnosis Using Clinical & Literature Images | Angshuman Paul

Syllabus: Introduction Outline Fewshot Learning Fewshot Challenges Ensemble Models Two Methods for Chest Xray Diagnosis Ensemble Learning Bootstrap sampling Projecting bootstrap samples Subspace sampling Winner subspace Subspace dimension Clusterbased re…

• YouTube
• 1-2 hours worth of material
• On-Demand
• Free Online Course

Style transfer augmentations for computational pathology | Rikiya Yamashita

Syllabus: Introduction Rikiya Introduction Computational Pathology Batch Effect Motivation Domain adaptation Single domain generalization Like a Texture bias Recap Method Classification Results Style Transfer Comparison stylization coefficient test data…

• YouTube
• Less than 1 hour of material
• On-Demand
• Free Online Course

Observational Supervision for Medical Image Classification | Khaled Saab

Syllabus: Intro What are observational signals? Problem settings for observational signals Gaze-MTL Hidden stratifications cause model failures Investigating other observational signals Domino: An evaluation framework for subgroup robustness

• YouTube
• Less than 1 hour of material
• On-Demand
• Free Online Course

Towards Generalist Imaging Using Multimodal Self-supervised Learning | Mars Huang

Syllabus: Intro Increase of Medical Imaging Utilization Can Hurt Patient Limitation 1: Supervised learning requires large sc labeled datasets Limitation 2: Few Medical Imaging Models Consider Clinical Context Prototyping Methods Using Cohort of Pulmonary…

• YouTube
• Less than 1 hour of material
• On-Demand
• Free Online Course