Python AI and Machine learning Suit for Production & Development



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This VM provides out of box environment for learning, developing & deploying AI & Machine Learning applications using python AI & ML frameworks. Key highlights include:

  • 1. Preinstalled most popular AI & ML frameworks
  • NumPy
  • SciPy
  • Scikit-Learn
  • Matplotlib
  • 2. Demos
    • Working demos based on the book “Python Machine Learning, 2nd Ed“ By Raschka, Sebastian, & Vahid Mirjalili.Demos include:
    • Machine Learning - Giving Computers the Ability to Learn from Data
    • Training Machine Learning Algorithms for Classification
    • A Tour of Machine Learning Classifiers Using Scikit-Learn
    • Building Good Training Sets – Data Pre-Processing
    • Compressing Data via Dimensionality Reduction
    • Learning Best Practices for Model Evaluation & Hyperparameter Optimization
    • Combining Different Models for Ensemble Learning
    • Applying Machine Learning to Sentiment Analysis
    • Embedding a Machine Learning Model into a Web Application
    • Predicting Continuous Target Variables with Regression Analysis
    • Working with Unlabeled Data – Clustering Analysis
    • Implementing a Multi-layer Artificial Neural Network from Scratch
    • Parallelizing Neural Network Training with TensorFlow
    • Going Deeper: The Mechanics of TensorFlow
    • Classifying Images with Deep Convolutional Neural Networks
    • Modeling Sequential Data Using Recurrent Neural Networks
  • 3. Jupyter for interactive development
  • 4. Jupyterhub
    • This provides a multi user Jupyter environment.
    • Create one Linux account for each of user & there will be separate Jupyter environment created for that account. More details here
  • 5. Other goodies
  • Remote desktop
  • Fish
  • Visual studio code