機械学習:Machine Learning

python

Protected: Deep Learning for Computer Vision with Python and Keras(1) – Convolution and Pooling

Overview of convolution and pooling in pyhton/keras/CNN for image recognition using deep learning for digital transformation and artificial intelligence tasks.
python

Protected: Deep learning with Python and Keras – a methodology for deep learning

Optimization methods in deep learning using python/keras for digital transformation and artificial intelligence tasks.
python

Protected: Introduction to deep learning with Python and Keras (4) Practical application example (3) Regression for predicting house prices

Continuous value and minority data learning (k-split cross-validation) using deep learning with python/Keras for digital transformation and artificial intelligence.
python

Protected: Introduction to deep learning with Python and Keras (3) Practical application example (2) Multi-class classification of news delivery

DNN implementation of multi-level classification of text information using python's keras for digital transformation and artificial intelligence tasks.
python

Protected: Introduction to deep learning with Python and Keras (2) Practical application example (1) Two-class classification of text data

DNN implementation of binary classification of text information using python's keras for digital transformation and artificial intelligence tasks.
python

Protected: Introduction to deep learning with Python and Keras (1) Overview of how to use Keras

Overview of Keras, a Python platform for implementing deep learning for digital transformation and artificial intelligence task utilization.
python

Protected: Mathematical elements in neural networks (2) Stochastic gradient descent method and error back propagation method

Mathematical description of stochastic gradient descent and error back propagation methods for implementing neural networks used in digital transformation and artificial intelligence tasks.
python

Protected: Mathematical Elements in Neural Networks(1) – Manipulating Tensors with numpy, etc.

Mathematical aspects of tensor manipulation using Numpy and others as a basis for performing deep learning used in digital transformation and artificial intelligence tasks.
python

Protected: Hello World of Neural Networks, Implementation of Handwriting Recognition with MNIST Data

On the Implementation with python and Keras of HelloWorld and handwriting recognition of neural networks in machine learning using neural nets for digital transformation and artificial intelligence tasks.
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History of AI and Deep Learning

Basic definitions of artificial intelligence, machine learning, and deep learning used in digital transformation and artificial intelligence tasks, and characteristics of deep learning.
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