Neural Networks and Deep Learning

LEVEL: INTERMEDIATE

DURATION: 2-DAY COURSE

DELIVERED: AT YOUR OFFICE

What you will learn

You will learn advanced state-of-the art machine learning techniques that are in demand in industry and research.

Applications of neural networks

Convolutional Neural Networks (CNNs)

Batch normalisation (RNNs)

Recurrent Neural Networks

CNNs and RNNs for Time Series

Long Short-Term Memory Network

Languages and libraries:

Python 3

Numpy and Pandas for data manipulation

Scikit-learn for machine learning algorithms

Keras for neural networks and deep learning

PREREQUISITES

Good knowledge of python, some familiarity with matrices, basic understanding of machine learning practice.

AUDIENCE

Individuals who wish to take their data science skills further and learn state-of-the-art techniques in this constantly evolving field.

Get in touch with us to learn more about the course!

Get in Touch

DAY ONE

Fundamentals

Neural Networks Fundamentals
- Applications of neural networks
- Perceptron
- Loss functions

DAY TWO

Neural Networks and Deep Learning

Convolutional Neural Networks (CNN)
- Convolution operation
- Pooling layers
- Batch normalization
- VGG architecture
Recurrent Neural Networks (RNN)
- CNNs for time series
- RNNs for time series
- Long Short-Term Memory Network (LSTM)

Case Studies

Deep Learning and Natural Langauge Processing (NLP) Training for Deloitte

Cambridge Spark’s project-based training provided an effective solution. Delivered in-house at their London office, the one-day Deep Learning and NLP course combined a series of short lectures to present the theory followed by practical sessions to ensure individuals develop an in-depth understanding about how and when to apply each model.

Learning Outcomes:

Learn about how neural networks are constructed and how to use them in practice

Learn the theoretical foundations behind CNNs and how to apply them on real problems

Learn how to use neural networks on time series data and the theory behind RNNs and LSTM

KATE Projects:

Neural Networks: Build a model using Neural Networks to classify images related to
clothing

Get in Touch

Interested in learning more?

If you’re interested in what the ‘Neural Networks and Deep Learning’ module could do for your team or department, please complete the form to the right of this text and we’ll get back to you within two working days with more information.

Get in touch now

Please complete all of the required fields to get in touch with us. Alternatively, call +44(0)7816 419378 or email contact@cambridgespark.com now