![[Featured Image] A data scientist dressed in business casual attire sits at their home office and studies statistical learning vs. machine learning on their computer.](https://images.ctfassets.net/wp1lcwdav1p1/Puo5kYjI219fgHplrtFEd/995b7ece16e60e9306bd3d8cbaab97c9/GettyImages-523831306.jpg?w=330&h=216&q=60&fit=fill&f=faces&fm=jpg&fl=progressive)
Statistical Learning vs. Machine Learning: What’s the Difference?
Explore different ways to analyze your data by learning more about statistical learning versus machine learning, when to use each, and what to consider when choosing your model.
March 18, 2025
Article

![[Featured Image] A business person using a facial recognition device integrated with AI in a professional workspace.](https://images.ctfassets.net/wp1lcwdav1p1/53eRKlzXlDuVrAINZnIrWq/a2ef6665dede42643fba72987aea3316/GettyImages-2192270189.jpg?w=330&h=216&q=60&fit=fill&f=faces&fm=jpg&fl=progressive)
![[Feature Image] A learner meets with their teaching assistant to review discriminative vs. generative models and gain a deeper understanding of the differences.](https://images.ctfassets.net/wp1lcwdav1p1/5DxdRN259XYFcRssW0bln8/ba3cc5dbdd49f85d8e269a4c85c6f531/GettyImages-607477463__2_.jpg?w=330&h=216&q=60&fit=fill&f=faces&fm=jpg&fl=progressive)



![[Featured Image] Two AI professionals are collaborating in an office and discussing generative AI job responsibilities.](https://images.ctfassets.net/wp1lcwdav1p1/4kqkwqqBN7bv8UfYENo3Br/8507a5291fb2f012bfaaef6b231f74e2/GettyImages-2199114721.jpg?w=330&h=216&q=60&fit=fill&f=faces&fm=jpg&fl=progressive)
![[Featured Image] Two data scientists look at a computer screen in their office and discuss Spark versus MapReduce.](https://images.ctfassets.net/wp1lcwdav1p1/3XvJ7thNnW8pxEafymDFrG/d841913502a4b2b1b95b01db9b44e620/GettyImages-946483702.jpg?w=330&h=216&q=60&fit=fill&f=faces&fm=jpg&fl=progressive)
![[Feature Image] An aspiring computer vision professional researches semantic segmentation versus instance segmentation on a laptop to learn more about the two algorithms’ uses.](https://images.ctfassets.net/wp1lcwdav1p1/422y8piwQGihg7zSqJbdF9/13584630f05646a01326eebde0a0f759/GettyImages-2161765195.jpg?w=330&h=216&q=60&fit=fill&f=faces&fm=jpg&fl=progressive)
![[Featured Image] Three machine learning professionals look at a computer screen in an office setting and discuss scaling laws for neural language models.](https://images.ctfassets.net/wp1lcwdav1p1/1CWiJ7A8Bhf7grm4Y1F22W/54eecb4dac75479fb365e05c681a1505/GettyImages-503565461.jpg?w=330&h=216&q=60&fit=fill&f=faces&fm=jpg&fl=progressive)
![[Featured Image] A machine learning engineer uses quantization to increase efficiency in their models.](https://images.ctfassets.net/wp1lcwdav1p1/7HutHRGMkvQLcEa5vZ3mhv/9cd99b9ba2f8cf4975571420deca5548/GettyImages-1449534444.jpg?w=330&h=216&q=60&fit=fill&f=faces&fm=jpg&fl=progressive)
![[Featured Image]: A person uses tools from a Python NLP library as they work on a language processing project.](https://images.ctfassets.net/wp1lcwdav1p1/3bNkzKSIviOL4Q02SjLsc2/f0e805983fad1f7869982b4e92f06641/GettyImages-1137939519.jpg?w=330&h=216&q=60&fit=fill&f=faces&fm=jpg&fl=progressive)
![[Featured Image] A diverse group of professionals collaborating in a modern workspace, discussing reinforcement learning algorithms while engaging with a computer.](https://images.ctfassets.net/wp1lcwdav1p1/zyoodc9oSWqQC57buGgLh/839ade3a011799ef847b606d5760a99d/GettyImages-2175848522.jpg?w=330&h=216&q=60&fit=fill&f=faces&fm=jpg&fl=progressive)
![[Featured Image] A person sits in a computer lab and learns how to make an AI chatbot.](https://images.ctfassets.net/wp1lcwdav1p1/6A3PZwFVxAJlCEQNjuMq0q/d8cd1896d2ca3d95cf558bec3a605f19/GettyImages-1200908295.jpg?w=330&h=216&q=60&fit=fill&f=faces&fm=jpg&fl=progressive)
![[Featured Image] A woman drinks tea and works on a laptop, learning how to use ChatGPT.](https://images.ctfassets.net/wp1lcwdav1p1/7Cx2fNyvtmuNakxkNQqMiV/623f1c942caa7fe21d99b10bcd04b4f1/GettyImages-1281961791.jpg?w=330&h=216&q=60&fit=fill&f=faces&fm=jpg&fl=progressive)
