Machine Learning with Deep Learning


This intensive course provides an excellent introduction to Machine Learning as well as Deep Learning. Delegates learn about both supervised and unsupervised learning and get familiar with the entire process, starting from obtaining and preprocessing data, through building and evaluating Machine Learning models. Participants have the opportunity to practice in many useful exercises and learn how to use scikit-learn and keras Python libraries.


Teilnehmerkreis:
Delegates should have some programming experience. No prior experience with Python, Machine Learning, Deep Learning or Data Science is required.

Folgende Themen sind Bestandteil dieser Schulung:

  • Toolset: IPython, Jupyter Notebook, Libraries, Alternative Toolsets
  • Python Crash Course
  • Data Visualization with matplotlib
  • Data Processing with Pandas
  • Case Study - Introduction to Machine Learning
  • Supervised Learning
    • Underfitting, overfitting, sweet spot
    • Linear Models and Regularization
    • Decision Trees, Random Forests, Boosting
    • kNN
    • Kernelized SVM
    • Regression, classification
    • Evaluation and metrics
    • Cross Validation
    • Grid Search
    • One Hot Encoding and Feature Engineering
    • 3 methods for Automatic Feature Selection
    • Algorithm Chains and Pipelines
  • Unsupervised Learning
    • Principal Component Analysis, Non-negative Matrix Factorization, t-SNE
    • Clustering
    • DBSCAN, k-Means
    • Hierarchical Clustering
  • Deep Learning
    • Neural Networks
    • Feedforward and Convolutional Neural Networks
    • Activation Functions
    • Recurrent Neural Networks and LSTM
    • Keras Library and Alternative Toolsets


Dozent:

Kurs-Termine:
  • Von Montag, dem 2. Mrz, 2020 bis Freitag, den 6. Mrz, 2020 (5 Tage)
  • Von Montag, dem 20. April, 2020 bis Freitag, den 24. April, 2020 (5 Tage)

Zeitdauer:
5 Kurstage



Preise pro Tag für diesen Kurs:

Hemmenhofen am Bodensee    389,- € ohne MwSt.
in unmittelbarer Nähe von Konstanz und Zürich
Nürnberg 409,- € ohne MwSt.
Stuttgart, Karlsruhe, Freiburg, Ulm    399,- € ohne MwSt.
Berlin 409,- € ohne MwSt.
München, Frankfurt, Köln 409,- € ohne MwSt.
Unser bestes Angebot:    484,- € ohne MwSt.
Preis pro Kurstag inklusive Übernachtung mit Vollpension im 4-Sterne Hotel Hoeri direkt am Bodensee mit Spa, Sauna, Fitness-Bereich, Swimming-Pool und eigenem Strand am See


Achtung:

© Der Inhalt und die Bilder dieser Seite unterliegen dem Copyright wie im Impressum beschrieben.