diff --git a/README.md b/README.md index 13083b7d..5a5beceb 100644 --- a/README.md +++ b/README.md @@ -87,6 +87,7 @@ Excerpts from the [Foreword](./docs/foreword_ro.pdf) and [Preface](./docs/prefac ### Questions about the Machine Learning Field +- [What are some real-world examples of applications of machine learning in the field?](./faq/ml-examples.md) - [What are the different fields of study in data mining?](./faq/datamining-overview.md) - [What are differences in research nature between the two fields: machine learning & data mining?](./faq/datamining-vs-ml.md) - [How do I know if the problem is solvable through machine learning?](./faq/ml-solvable.md) diff --git a/faq/README.md b/faq/README.md index cb94e34c..8d72938a 100644 --- a/faq/README.md +++ b/faq/README.md @@ -32,6 +32,7 @@ Sebastian ### Questions about the Machine Learning Field +- [What are some real-world examples of applications of machine learning in the field?](./ml-examples.md) - [What are the different fields of study in data mining?](./datamining-overview.md) - [What are differences in research nature between the two fields: machine learning & data mining?](./datamining-vs-ml.md) - [How do I know if the problem is solvable through machine learning?](./ml-solvable.md) diff --git a/faq/ml-examples.md b/faq/ml-examples.md new file mode 100644 index 00000000..38db93a4 --- /dev/null +++ b/faq/ml-examples.md @@ -0,0 +1,72 @@ +# What are some real-world examples of applications of machine learning in the field? + +In our time and age, it is really hard to find a problem where machine learning is not already applied -- machine learning is practically everywhere, in business applications and science. Below is a short list of the maybe most common and intuitive examples: + +### Computational Biology & Drug Discovery/Design + + + +- screening large molecule databases and identify which (drug-like) molecules are likely binding to a particular receptor protein +- predict the potency of a receptor agonist or antagonist + +![](./ml-examples/hiv-protease.png) + +(In the figure above, I rendered a crystal structure HIV protease and some potential inhibitors, PDB Code: 4TVH) + +Some interesting papers if you want to read more: + +- Tarca, Adi L., et al. "Machine learning and its applications to biology." PLoS Comput Biol 3.6 (2007): e116. +(http://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.0030116) + +- Lavecchia, Antonio. "Machine-learning approaches in drug discovery: methods and applications." Drug discovery today 20.3 (2015): 318-331. +(http://www.sciencedirect.com/science/article/pii/S1359644614004176) + + + + +### Web Search and Recommendation Engines: + +- find recognize input, find relevant searches, predict which results are most relevant to us, return a ranked output +- recommend similar products (e.g., Netflix, Amazon, etc.) + +![](./ml-examples/google.png) + + + +### Finance + +- predict if an applicant is credit-worthy +- detect credit card fraud +- find promising trends on the stock market + +![](./ml-examples/stock-market.png) + +### Text and Speech Recognition + + + +- handwritten digit and letter recognition at the post office +- voice assistants (Siri) +- language translation services + +![](./ml-examples/letter.jpg) + +(Source: https://en.wikipedia.org/wiki/Handwriting_recognition) + +### Space, Astronomy, and Robotics + + + +- autonomous Mars robots +- identification of relevant information (objects) in large amounts of Astronomy data + +![](./ml-examples/stars.jpg) + +(Source: https://en.wikipedia.org/wiki/Star) + +### Social Networks and Advertisement + +- data mining of personal information +- selecting relevant ads to show + +![](./ml-examples/fb.png) diff --git a/faq/ml-examples/fb.png b/faq/ml-examples/fb.png new file mode 100644 index 00000000..734b901a Binary files /dev/null and b/faq/ml-examples/fb.png differ diff --git a/faq/ml-examples/google.png b/faq/ml-examples/google.png new file mode 100644 index 00000000..65f7431a Binary files /dev/null and b/faq/ml-examples/google.png differ diff --git a/faq/ml-examples/hiv-protease.png b/faq/ml-examples/hiv-protease.png new file mode 100644 index 00000000..bab0923e Binary files /dev/null and b/faq/ml-examples/hiv-protease.png differ diff --git a/faq/ml-examples/letter.jpg b/faq/ml-examples/letter.jpg new file mode 100644 index 00000000..a0580ce4 Binary files /dev/null and b/faq/ml-examples/letter.jpg differ diff --git a/faq/ml-examples/stars.jpg b/faq/ml-examples/stars.jpg new file mode 100644 index 00000000..d7407d65 Binary files /dev/null and b/faq/ml-examples/stars.jpg differ diff --git a/faq/ml-examples/stock-market.png b/faq/ml-examples/stock-market.png new file mode 100644 index 00000000..4ec2a429 Binary files /dev/null and b/faq/ml-examples/stock-market.png differ