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Applied AI from Scratch in Python培訓

 
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開課地址:【上?!客瑵髮W(滬西)/新城金郡商務樓(11號線白銀路站)【深圳分部】:電影大廈(地鐵一號線大劇院站) 【武漢分部】:佳源大廈【成都分部】:領館區1號【沈陽分部】:沈陽理工大學【鄭州分部】:錦華大廈【石家莊分部】:瑞景大廈【北京分部】:北京中山學院 【南京分部】:金港大廈
最新開班 (連續班 、周末班、晚班):2020年3月16日
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課程大綱
 
  • 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
    Python frameworks for for AI applications:
    TensorFlow, Theano, Caffe and Keras
    AI at scale with Apache Spark: Mlib
    Advanced neural network architectures
    convolutional neural networks for image analysis
    recurrent neural networks for time-structured data
    the long short-term memory cell
    Unsupervised learning: clustering, anomaly detection
    implementing principal component analysis with scikit-learn
    implementing autoencoders in Keras
    Practical examples of problems that AI can solve (hands-on exercises using Jupyter notebooks), e.g.
    image analysis
    forecasting complex financial series, such as stock prices,
    complex pattern recognition
    natural language processing
    recommender systems
    Understand limitations of AI methods: modes of failure, costs and common difficulties
    overfitting
    bias/variance trade-off
    biases in observational data
    neural network poisoning
    Applied Project work (optional)
 
  備案號:備案號:滬ICP備08026168號-1 .(2024年07月24日)....................
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