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!


  • Track 1 - Begginers
  • Track 2 - Applications

Track 1 - Begginers


Introduction to TensorFlow

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

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

Overview of the tf.contrib.learn Package

  • The Estimator Class
  • Feature Columns & Feature Engineering
  • Input Processing
  • Linear Estimators
  • Logging and Debugging

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


Deep Learning Architectures

  • Recurrent Neural Networks
  • Convolutional Networks
  • Inception Network
  • ResNets
  • Sequence2Sequence

Working with Images

  • ImageNet
  • Classifying images with ConvNets
  • Generative Adversarial Networks

Working with Text

  • Word2Vec
  • LSTMs for parsing Text
  • Text classification

Transfer Learning

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


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