### RATIONALE

Machine learning and artificial intelligence is currently being pushed into so many different fields of computing. You can make a positive impact in the following careers through AI and ML:

- Frontend engineering
- Backend engineering
- Game development
- Data science
- Autonomous vehicles
- Bioinformatics

### RESOURCES

Courses | School | Prerequisites |
---|---|---|

Artificial intelligence: principles and techniques | Stanford | Maths for CS, Algorithms and Data Structures |

### RECOMMENDED BOOKS

Book | Author |
---|---|

Deep Learning (MIT) | Ian Goodfellow et al. |

Pattern recognition and machine learning | Christopher Bishop |

### CHECKLIST SUMMARY

- Bayesian theorem
- Gaussian mixture models
- Linear regression
- K-nearest neighbours classifier
- Decision tree
- K-means
- Expectation maximisation
- Convolutional neural network
- Recurrent neural network
- Long short term memory
- Principal component analysis
- Linear discriminant analysis