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Scalable Deep Learning with TensorFlow and Apache Spark

  • Tuition USD $1,500 GSA  $1,813.60
  • Reviews star_rate star_rate star_rate star_rate star_half 4819 Ratings
  • Course Code DB401
  • Duration 2 days
  • Available Formats Classroom

This course starts with the basics of the tf.keras API including defining model architectures, optimizers, and saving/loading models. You then learn advanced concepts such as callbacks, regularization, TensorBoard, and activation functions. After training your models, you build integrations with the MLflow tracking API to reproduce and version your experiments. You will apply model interpretability libraries such as LIME and SHAP to understand how the network generates predictions. You will also gain familiarity with Convolutional Neural Networks (CNNs) and how to perform transfer learning to reduce model training time. Substantial class time is spent on scaling your deep learning applications, from distributed inference with pandas UDFs to distributed hyperparameter search with Hyperopt to distributed model training with Horovod. This course is taught fully in Python

Skills Gained

After taking this class, students will be able to:

  • Build deep learning models using Keras/TensorFlow
  • Tune hyperparameters at scale with Hyperopt
  • Track experiments using MLflow
  • Apply models at scale using pandas UDFs
  • Scale & train distributed models using Horovod
  • Apply model interpretability libraries to understand & visualize model predictions
  • Use CNNs (convolutional neural networks) and perform transfer learning to reduce model training time
  • Implement Generative Adversarial Networks

Who Can Benefit

Data scientist Machine learning engineer

Prerequisites

  • Intermediate experience with Python/pandas
  • Familiarity with machine learning concepts
  • Experience with Spark is helpful, but not required

Course Details

Additional Notes

  • The appropriate, web-based programming environment will be provided to students
  • This class is taught in Python only

Topics

Intro to Neural Networks with Keras

  • Neural network architectures
  • Activation functions
  • Evaluation metrics
  • Batch sizes, epochs, etc.

MLflow

  • Reproducible ML/DL

Convolutional Neural Networks

  • Convolutions
  • Batch Normalization
  • Max Pooling
  • ImageNet Architectures

Deep Learning Pipelines

  • Model inference at scale

Horovod

  • Distributed Tensorflow training
  • Ring-All Reduce

When does class start/end?

Classes begin promptly at 9:00 am, and typically end at 5:00 pm.

Does the course schedule include a Lunchbreak?

Lunch is normally an hour long and begins at noon. Coffee, tea, hot chocolate and juice are available all day in the kitchen. Fruit, muffins and bagels are served each morning. There are numerous restaurants near each of our centers, and some popular ones are indicated on the Area Map in the Student Welcome Handbooks - these can be picked up in the lobby or requested from one of our ExitCertified staff.

How can someone reach me during class?

If someone should need to contact you while you are in class, please have them call the center telephone number and leave a message with the receptionist.

What languages are used to deliver training?

Most courses are conducted in English, unless otherwise specified. Some courses will have the word "FRENCH" marked in red beside the scheduled date(s) indicating the language of instruction.

What does GTR stand for?

GTR stands for Guaranteed to Run; if you see a course with this status, it means this event is confirmed to run. View our GTR page to see our full list of Guaranteed to Run courses.

Does ExitCertified deliver group training?

Yes, we provide training for groups, individuals and private on sites. View our group training page for more information.

Does ExitCertified deliver group training?

Yes, we provide training for groups, individuals, and private on sites. View our group training page for more information.

What does vendor-authorized training mean?

As a vendor-authorized training partner, we offer a curriculum that our partners have vetted. We use the same course materials and facilitate the same labs as our vendor-delivered training. These courses are considered the gold standard and, as such, are priced accordingly.

Is the training too basic, or will you go deep into technology?

It depends on your requirements, your role in your company, and your depth of knowledge. The good news about many of our learning paths, you can start from the fundamentals to highly specialized training.

How up-to-date are your courses and support materials?

We continuously work with our vendors to evaluate and refresh course material to reflect the latest training courses and best practices.

Are your instructors seasoned trainers who have deep knowledge of the training topic?

ExitCertified instructors have an average of 27 years of practical IT experience. They have also served as consultants for an average of 15 years. To stay up to date, instructors will at least spend 25 percent of their time learning new emerging technologies and courses.

Do you provide hands-on training and exercises in an actual lab environment?

Lab access is dependent on the vendor and the type of training you sign up for. However, many of our top vendors will provide lab access to students to test and practice. The course description will specify lab access.

Will you customize the training for our company’s specific needs and goals?

We will work with you to identify training needs and areas of growth.  We offer a variety of training methods, such as private group training, on-site of your choice, and virtually. We provide courses and certifications that are aligned with your business goals.

How do I get started with certification?

Getting started on a certification pathway depends on your goals and the vendor you choose to get certified in. Many vendors offer entry-level IT certification to advanced IT certification that can boost your career. To get access to certification vouchers and discounts, please contact Edu_customerexperience@techdata.com

Will I get access to content after I complete a course?

You will get access to the PDF of course books and guides, but access to the recording and slides will depend on the vendor and type of training you receive.

Fantastic and great training. Tons of hands-on labs to really make you understand the material being thought.

Concise and good to follow along. Although it is a lot to take in under a short period of time.

Great and very intuitive. Better than the traditional hit the wrong button/lose points.

Thank you for training on AWS development. Course was good and encouraging but labs need to be improved and provide more information and ask students to more work than provide solutions.

Labs and the study materials provided for Architecting on AWS course are very easy to understand and explains all the topics required to pass the Associate certification.

0 options available

There are currently no scheduled dates for this course. If you are interested in this course, request a course date with the links above. We can also contact you when the course is scheduled in your area.

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