Argomenti del programma: Introduction to Data Mining Data representation Text representation and embeddings Data exploration and visualization Association rules Clustering - Hierarchical - Representation-based - Density-based Regression Classification - Logistic regression - Naive Bayes and Bayesian Belief Network - k-nearest neighbor - Decision trees - Ensemble methods Advanced Topics - Time series - Anomaly detection - Explainability -…
Argomenti del programma: Video Presentation of the Course https://youtu.be/h2oUvlF1XrE Video Games Developed in the Previous Editions of the Course http://polimi-game-collective.itch.io Commercial Games from the Course Students In Verbis Virtus http://store.steampowered.com/app/242840/?snr=1_5_9__205 Volvox http://store.steampowered.com/app/392600/?snr=1_5_9__205 Shape Gurus, ABC Gurus, Eli Explorer, Art Gurus, Star Gurus…
Argomenti del programma: Introduction to Data Mining Data representation Text representation and embeddings Data exploration and visualization Association rules Clustering - Hierarchical - Representation-based - Density-based Regression Classification - Logistic regression - Naive Bayes and Bayesian Belief Network - k-nearest neighbor - Decision trees - Ensemble methods Advanced Topics - Time series - Anomaly detection - Explainability -…
Argomenti del programma: Introduction to Data Mining Data representation Text representation and embeddings Data exploration and visualization Association rules Clustering - Hierarchical - Representation-based - Density-based Regression Classification - Logistic regression - Naive Bayes and Bayesian Belief Network - k-nearest neighbor - Decision trees - Ensemble methods Advanced Topics - Time series - Anomaly detection - Explainability -…
Argomenti del programma: Video Presentation of the Course https://youtu.be/h2oUvlF1XrE Video Games Developed in the Previous Editions of the Course http://polimi-game-collective.itch.io Commercial Games from the Course Students In Verbis Virtus http://store.steampowered.com/app/242840/?snr=1_5_9__205 Volvox http://store.steampowered.com/app/392600/?snr=1_5_9__205 Shape Gurus, ABC Gurus, Eli Explorer, Art Gurus, Star Gurus…
Argomenti del programma: Introduction to Data Mining Data representation Text representation and embeddings Data exploration and visualization Association rules Clustering - Hierarchical - Representation-based - Density-based Regression Classification - Logistic regression - Naive Bayes and Bayesian Belief Network - k-nearest neighbor - Decision trees - Ensemble methods Advanced Topics - Time series - Anomaly detection - Explainability -…
Argomenti del programma: Video Presentation of the Course https://youtu.be/h2oUvlF1XrE Video Games Developed in the Previous Editions of the Course http://polimi-game-collective.itch.io Commercial Games from the Course Students In Verbis Virtus http://store.steampowered.com/app/242840/?snr=1_5_9__205 Volvox http://store.steampowered.com/app/392600/?snr=1_5_9__205 Shape Gurus, ABC Gurus, Eli Explorer, Art Gurus, Star Gurus…
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Domande frequenti
Quali libri consiglia il prof. Daniele Loiacono per Data Mining (Geoinformatics Engineering, canale unico)?
Mohammed – Zaki and Wagner Meira; Pang-Ning Tan – Introduction to Data Mining
Quali libri consiglia il prof. Daniele Loiacono per Machine Learning (Biomedical Engineering, canale A-M)?
Christopher – Pattern Recognition and Machine Learning; Richard – Reinforcement Learning; Murphy – Probabilistic Machine Learning; Deisenroth – Aldo Faisal, and Cheng Soon Ong
Quali libri consiglia il prof. Daniele Loiacono per Videogame Design And Programming (Computer Science and Engineering, canale unico)?
Bond – Introduction to Game Design; Colleen Macklin – Design and Play; Jesse Schell – The Art of Game Design
Quali libri consiglia il prof. Daniele Loiacono per Machine Learning (Computer Science and Engineering, canale P-ZZZZ)?
Christopher – Pattern Recognition and Machine Learning; Richard – Reinforcement Learning; Murphy – Probabilistic Machine Learning; Deisenroth – Aldo Faisal, and Cheng Soon Ong
Quali libri consiglia il prof. Daniele Loiacono per Machine Learning (Electronics Engineering, canale unico)?
Christopher – Pattern Recognition and Machine Learning; Richard – Reinforcement Learning; Murphy – Probabilistic Machine Learning; Deisenroth – Aldo Faisal, and Cheng Soon Ong
Quali libri consiglia il prof. Daniele Loiacono per Data Mining (Engineering Physics, canale unico)?
Mohammed – Zaki and Wagner Meira; Pang-Ning Tan – Introduction to Data Mining
Quali libri consiglia il prof. Daniele Loiacono per Machine Learning (Engineering Physics, canale unico)?
Christopher – Pattern Recognition and Machine Learning; Richard – Reinforcement Learning; Murphy – Probabilistic Machine Learning; Deisenroth – Aldo Faisal, and Cheng Soon Ong
Quali libri consiglia il prof. Daniele Loiacono per Machine Learning (High Performance Computing Engineering, canale unico)?
Christopher – Pattern Recognition and Machine Learning; Richard – Reinforcement Learning; Murphy – Probabilistic Machine Learning; Deisenroth – Aldo Faisal, and Cheng Soon Ong
Quali libri consiglia il prof. Daniele Loiacono per Data Mining (Mathematical Engineering, canale unico)?
Mohammed – Zaki and Wagner Meira; Pang-Ning Tan – Introduction to Data Mining
Quali libri consiglia il prof. Daniele Loiacono per Machine Learning (Mathematical Engineering, canale unico)?
Christopher – Pattern Recognition and Machine Learning; Richard – Reinforcement Learning; Murphy – Probabilistic Machine Learning; Deisenroth – Aldo Faisal, and Cheng Soon Ong
Quali libri consiglia il prof. Daniele Loiacono per Videogame Design And Programming (Music and Acoustic Engineering, canale unico)?
Bond – Introduction to Game Design; Colleen Macklin – Design and Play; Jesse Schell – The Art of Game Design
Quali libri consiglia il prof. Daniele Loiacono per Machine Learning (Music and Acoustic Engineering, canale unico)?
Christopher – Pattern Recognition and Machine Learning; Richard – Reinforcement Learning; Murphy – Probabilistic Machine Learning; Deisenroth – Aldo Faisal, and Cheng Soon Ong
Quali libri consiglia il prof. Daniele Loiacono per Data Mining (Telecommunication Engineering, canale unico)?
Mohammed – Zaki and Wagner Meira; Pang-Ning Tan – Introduction to Data Mining
Quali libri consiglia il prof. Daniele Loiacono per Machine Learning (Telecommunication Engineering, canale unico)?
Christopher – Pattern Recognition and Machine Learning; Richard – Reinforcement Learning; Murphy – Probabilistic Machine Learning; Deisenroth – Aldo Faisal, and Cheng Soon Ong
Quali libri consiglia il prof. Daniele Loiacono per Videogame Design And Programming (Telecommunication Engineering, canale unico)?
Bond – Introduction to Game Design; Colleen Macklin – Design and Play; Jesse Schell – The Art of Game Design