Applied AI from Scratch in Python
Corso
A Milano
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Descrizione
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Tipologia
Corso
-
Luogo
Milano
This is a 4 day course introducing AI and it's application using the Python programming language. There is an option to have an additional day to undertake an AI project on completion of this course.
Sedi e date
Luogo
Inizio del corso
Inizio del corso
Profilo del corso
There are no specific requirements needed to attend this course.
Opinioni
Materie
- E-learning
- Python
Programma
Supervised learning: classification and regression
- Machine Learning in Python: intro to the scikit-learn API
- linear and logistic regression
- support vector machine
- neural networks
- random forest
- Setting up an end-to-end supervised learning pipeline using scikit-learn
- working with data files
- imputation of missing values
- handling categorical variables
- visualizing data
- TensorFlow, Theano, Caffe and Keras
- AI at scale with Apache Spark: Mlib
- convolutional neural networks for image analysis
- recurrent neural networks for time-structured data
- the long short-term memory cell
- implementing principal component analysis with scikit-learn
- implementing autoencoders in Keras
- image analysis
- forecasting complex financial series, such as stock prices,
- complex pattern recognition
- natural language processing
- recommender systems
- overfitting
- bias/variance trade-off
- biases in observational data
- neural network poisoning
Hai bisogno di un coach per la formazione?
Ti aiuterà a confrontare vari corsi e trovare l'offerta formativa più conveniente.
Applied AI from Scratch in Python