Only 1 day
Classroom
19/11/2024 (Tuesday)
Overview
On this accelerated Databricks Hands-on Deep Learning with Keras, TensorFlow, and Apache Spark course, you’ll learn the fundamentals of neural networks and how to build distributed TensorFlow models on top of Spark DataFrames.
Throughout the 2 day course, you’ll use Keras, TensorFlow, Deep Learning Pipelines, and Horovod to build and tune models; the course is taught entirely in Python. You’ll also build knowledge in:
- The difference between various activation functions and optimisers
- Track experiments with MLflow
- Applying models at scale with Deep Learning Pipelines
At the end of this course, you’ll sit the Databricks Hands-on Deep Learning with Keras, TensorFlow, and Apache Spark exam and achieve your certification. Through Firebrand’s Lecture | Lab | Review methodology, you’ll get access to courseware, learn from certified instructors, and train in a distraction-free environment.
Audience
This accelerated course is ideal for:
- Data scientists
- Machine learning engineers
- Data scientists
- Technical managers
Curriculum
Section 1: Intro to Neural Networks with Keras
- Module 1: Neural network architectures
- Module 2: Activation functions
- Module 3: Evaluation metrics
- Module 4: Batch sizes, epochs, etc.
Section 2: MLflow
- Module 1: Reproducible ML/DL
Section 3: Convolutional Neural Networks
- Module 1: Convolutions
- Module 2: Batch Normalisation
- Module 3: Max Pooling
- Module 4: ImageNet Architectures
Section 4: Deep Learning Pipelines
- Module 1: Model inference at scale
Section 5: Horovod
- Module 1: Distributed Tensorflow training
- Module 2: Ring-All Reduce
Exam Track
At the end of this accelerated course, you’ll sit the following exam at the Firebrand Training centre, covered by your Certification Guarantee:
Databricks Hands-on Deep Learning with Keras, TensorFlow, and Apache Spark exam
- Number of questions: 60
- Format: Multiple-choice
- Duration: 2 hours
- Passing score: 70%
Prerequisites
Before attending this accelerated course, you should have experience in:
- Python/Pandas
- Spark
You should also have familiarity with machine learning (ML) concepts.
What's Included
Your accelerated course includes:
- Accommodation *
- Meals, unlimited snacks, beverages, tea and coffee *
- On-site exams **
- Exam vouchers **
- Practice tests **
- Certification Guarantee ***
- Courseware
- Up-to 12 hours of instructor-led training each day
- 24-hour lab access
- Digital courseware **
* For residential training only. Accommodation is included from the night before the course starts. This doesn't apply for online courses.
** Some exceptions apply. Please refer to the Exam Track or speak with our experts.
*** Pass first time or train again free as many times as it takes, unlimited for 1 year. Just pay for accommodation, exams, and incidental costs.
Benefits
Seven reasons why you should sit your course with Firebrand Training
- Two options of training. Choose between residential classroom-based, or online courses
- You'll be certified fast. With us, you’ll be trained in record time
- Our course is all-inclusive. A one-off fee covers all course materials, exams**, accommodation* and meals*. No hidden extras.
- Pass the first time or train again for free. This is our guarantee. We’re confident you’ll pass your course the first time. But if not, come back within a year and only pay for accommodation, exams and incidental costs
- You’ll learn more. A day with a traditional training provider generally runs from 9 am – 5 pm, with a nice long break for lunch. With Firebrand Training you’ll get at least 12 hours/day of quality learning time, with your instructor
- You’ll learn faster. Chances are, you’ll have a different learning style to those around you. We combine visual, auditory and tactile styles to deliver the material in a way that ensures you will learn faster and more easily
- You’ll be studying with the best. We’ve been named in the Training Industry’s “Top 20 IT Training Companies of the Year” every year since 2010. As well as winning many more awards, we’ve trained and certified over 135,000 professionals
*For residential training only. Doesn't apply for online courses
**Some exceptions apply. Please refer to the Exam Track or speak with our experts
Think you are ready for the course? Take a FREE practice test to assess your knowledge! Free Practice Test