Learn Machine Learning with TensorFlow and Keras

Apr 08 @ 09:00 AM - 02:00 PM

Belhaven University Atlanta Campus, Atlanta

This is a single day course from 9:00am to 2:00pm. You will need to bring your laptop and have python, TensoFflow 1.0 and pandas installed before the class.

You can find the instructions here. If you have any difficulties let us know before the day of the training and we will provide you with support.

We will be running two parallel sessions, one for new users who have minimal or no experience with TensorFlow and another one for advanced users. Attendees will have access to the training material from both tracks.

All you need to know is python, we will help you learn the rest!

Schedule

  • Track 1 - Begginers
  • Track 2 - Applications

Track 1 - Begginers

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Introduction to TensorFlow

  • MLTrain Introduction
  • Tensors Basics
  • Computational Graph Model
  • Basic Ops
  • Automatic Differentiation
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Optimization In TensorFlow

  • Objective Function
  • Gradients Computation
  • The tf.Optimizer Class
  • Predefined Optimizers (FtrlOptimizer, GradientDescent, Adagrad, SDCAOptimizer)
  • TF Linear Regression Model In 3 Lines
  • Predefined Losses
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Overview of the tf.contrib.learn Package

  • The Estimator Class
  • Feature Columns & Feature Engineering
  • Input Processing
  • Linear Estimators
  • Logging and Debugging
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Deep Models in tf.contrib.learn Package

  • Training Deep Models in tf.contrib.learn
  • Monitoring and Debugging with TensorBoard
  • Reading Data in TF
  • Higher Level interfaces with Keras

Track 2 - Applications

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Deep Learning Architectures

  • Recurrent Neural Networks
  • Convolutional Networks
  • Inception Network
  • ResNets
  • Sequence2Sequence
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Working with Images

  • ImageNet
  • Classifying images with ConvNets
  • Generative Adversarial Networks
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Working with Text

  • Word2Vec
  • LSTMs for parsing Text
  • Text classification
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Transfer Learning

  • Using pretrained models
  • Train an image classifier with a pretrained model

Location

Belhaven University Atlanta Campus4151 Ashford Dunwoody Rd #130, Atlanta, GA 30319 (North entrance)