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Deep Learning Essentials Boot Camp (TTAI3012)

4.6 out of 5 rating Last updated 13/11/2024   English

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Global Schedule

GTR = Guaranteed to Run

13 Jan 25 Book
15:00 - 23:00 Live Online 2,295
10 Mar 25 Book
14:00 - 22:00 Live Online 2,295

12 May 25 Book
15:00 - 23:00 Live Online 2,295
14 Jul 25 Book
15:00 - 23:00 Live Online 2,295
15 Sep 25 Book
15:00 - 23:00 Live Online 2,295
12 Nov 25 Book
15:00 - 23:00 Live Online 2,295
Duration

2 Days

12 CPD hours

Overview

This course combines engaging instructor-led presentations and useful demonstrations with valuable hands-on labs and engaging group activities. Throughout the course you'll learn how to:
-Gain a firm grasp of the fundamentals of deep learning, understanding the theory and math that powers it.
-Get comfortable with Anaconda and Jupyter Notebook, two essential tools in a data scientist's arsenal.
-Understand how to build, train, and deploy neural networks using Python, TensorFlow, and Keras.
-Dive deep into Python and its powerful libraries used for deep learning, becoming proficient in TensorFlow and Keras.
-Learn the art of data preprocessing, a critical skill in preparing data for machine learning models.
-Learn to tune and optimize your deep learning models to ensure they deliver the best performance possible. Uncover the mystery of various optimizers and learn to choose the right one.
-Bonus Content: Exploring GPT and its role in Deep Learning, and applying Generative AI to deep learning

Description

Jump Start your Deep Learning journey in our two-day, hands-on Deep Learning Essentials Boot Camp, where you'll learn to employ deep learning, a potent subset of machine learning that utilizes artificial neural networks to mimic human cognition. This skill will equip you to analyze complex data, make informed predictions, and significantly contribute to your organization's success
This comprehensive course covers a broad array of crucial topics. You'll explore the deep learning environment, become proficient with TensorFlow and Keras, and comprehend the principles of neural networks. You'll also learn to handle data preprocessing, model tuning, and optimization, as well as model deployment using TensorFlow Serving. As part of the interactive curriculum, 40% of the course is dedicated to hands-on lab work. This experience allows you to apply your newfound knowledge to real-world projects, such as implementing neural networks, enhancing model performance, and deploying trained models on a server.
By the conclusion of this course, you'll possess a robust foundation in deep learning with Python. You'll be competent in creating, training, and optimizing deep learning models, and applying these skills to solve data-centric problems within your organization. Under the guidance of an industry expert and with exposure to cutting-edge tools, this course promises to be a valuable stepping-stone in your deep learning journey.

Prerequisites

To ensure a smooth learning experience and maximize the benefits of attending this course, you should have the following prerequisite skills:
-Python programming is required, as the labs revolve around leveraging Python. Basic skills in handling and manipulating data using Python libraries such as NumPy and Pandas would be advantageous.
-Familiarity with concepts such as variables, functions, control flow, and data structures will ensure a smooth learning experience.
-While the course will introduce deep learning from scratch, having a grasp of basic machine learning concepts will be beneficial.
-Some understanding of algebra and basic calculus will be helpful in comprehending the mathematical components of deep learning.

Introduction to Deep Learning
Understand the concept and significance of deep learning in modern business.
Fundamental concepts in deep learning like neurons, layers, weights, bias, and activation functions.
Real-world use cases of deep learning in business.
Setting up Deep Learning Environment
Understand how to create an effective deep learning environment.
Basics of Anaconda and Jupyter notebook.
Lab: Set up a Python environment
Introduction to TensorFlow and Keras
Get an overview of TensorFlow and Keras.
Learn the process of creating a simple neural network using Keras.
Lab: Build a basic neural network
Fundamentals of Neural Networks
Understand what neural networks are and how they function.
Learn about forward propagation and backpropagation in a neural network.
Lab: Implement a Multi-Layer Perceptron (MLP) on a simple dataset
Working with Data in Deep Learning
Understand the importance of data preprocessing in deep learning.
Learn how to handle and preprocess different types of data - images, text, etc.
Lab: Preprocess a dataset for a deep learning task
Tuning and Optimizing Deep Learning Models
Learn about different types of optimizers - SGD, Adam, RMSprop, etc.
Learn how to save and load trained models.
Lab: Tune and optimize a neural network model
Deploying Deep Learning Models
Understand how to deploy deep learning models.
Learn about serving models with TensorFlow Serving.
Lab: Deploy a trained model
Real-world Applications of Deep Learning
Understand the real-world applications of deep learning.
Overview of deep learning in healthcare, finance, transportation, and more.


Bonus Chapters / Time Permitting

Bonus: Introduction to GPT and its Role in Deep Learning

Understand what GPT (Generative Pretrained Transformer) is and how it contributes to Deep Learning.
Explore how GPT models work and their architecture.
Discover GPT applications in natural language understanding and generation tasks.
Learn how GPT can assist in various job roles, such as customer service, content creation, etc.
Understand the ethical considerations around using generative models.
Lab
Additional course details:

Nexus Humans Deep Learning Essentials Boot Camp (TTAI3012) training program is a workshop that presents an invigorating mix of sessions, lessons, and masterclasses meticulously crafted to propel your learning expedition forward.

This immersive bootcamp-style experience boasts interactive lectures, hands-on labs, and collaborative hackathons, all strategically designed to fortify fundamental concepts.

Guided by seasoned coaches, each session offers priceless insights and practical skills crucial for honing your expertise. Whether you're stepping into the realm of professional skills or a seasoned professional, this comprehensive course ensures you're equipped with the knowledge and prowess necessary for success.

While we feel this is the best course for the ITS Data Analytics course and one of our Top 10 we encourage you to read the course outline to make sure it is the right content for you.

Additionally, private sessions, closed classes or dedicated events are available both live online and at our training centres in Dublin and London, as well as at your offices anywhere in the UK, Ireland or across EMEA.

FAQ for the Deep Learning Essentials Boot Camp (TTAI3012) Course

Available Delivery Options for the Deep Learning Essentials Boot Camp (TTAI3012) training.
  • Live Instructor Led Classroom Online (Live Online)
  • Traditional Instructor Led Classroom (TILT/ILT)
  • Delivery at your offices in London or anywhere in the UK
  • Private dedicated course as works for your staff.
How many CPD hours does the Deep Learning Essentials Boot Camp (TTAI3012) training provide?

The 2 day. Deep Learning Essentials Boot Camp (TTAI3012) training course give you up to 12 CPD hours/structured learning hours. If you need a letter or certificate in a particular format for your association, organisation or professional body please just ask.

Which exam does the Deep Learning Essentials Boot Camp (TTAI3012) training course prepare you for?

The Deep Learning Essentials Boot Camp (TTAI3012) prepares you for the Yes official exam. You can take this exam at any exam center across Ireland including, Dublin, Cork, Galway, Northern Ireland or live online where ever you are. Exams vary in duration and if required you can request with the provider for any accommodations appropriate for you.

What is the correct audience for the Deep Learning Essentials Boot Camp (TTAI3012) training?

This intermediate and beyond level course is geared for experienced professionals aiming to apply machine learning and deep learning to solve complex business problems, including product managers, data analysts, data scientists, developers, team leads, and other technical stakeholders who want to leverage deep learning for strategic decisions. It's also suited for those who are in roles that require them to work with data, understand patterns, or make predictions, such as business analysts, software developers, and researchers. Python experience is required.

Do you provide training for the Deep Learning Essentials Boot Camp (TTAI3012).

Yes we provide corporate training, dedicated training and closed classes for the Deep Learning Essentials Boot Camp (TTAI3012). This can take place anywhere in Ireland including, Dublin, Cork, Galway, Northern Ireland or live online allowing you to have your teams from across Ireland or further afield to attend a single training event saving travel and delivery expenses.

What is the duration of the Deep Learning Essentials Boot Camp (TTAI3012) program.

The Deep Learning Essentials Boot Camp (TTAI3012) training takes place over 2 day(s), with each day lasting approximately 8 hours including small and lunch breaks to ensure that the delegates get the most out of the day.

What other terms do people search for when looking for this course?

Popular related searched include AI; Machine Learning; Deep Learning.

Why are Nexus Human the best provider for the Deep Learning Essentials Boot Camp (TTAI3012)?
Nexus Human are recognised as one of the best training companies as they and their trainers have won and hold many awards and titles including having previously won the Small Firms Best Trainer award, national training partner of the year for Ireland on multiple occasions, having trainers in the global top 30 instructor awards in 2012, 2019 and 2021. Nexus Human has also been nominated for the Tech Excellence awards multiple times. Learning Performance institute (LPI) external training provider sponsor 2024.
Is there a discount code for the Deep Learning Essentials Boot Camp (TTAI3012) training.

Yes, the discount code PENPAL5 is currently available for the Deep Learning Essentials Boot Camp (TTAI3012) training. Other discount codes may also be available but only one discount code or special offer can be used for each booking. This discount code is available for companies and individuals.

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Training Insurance Included!

When you organise training, we understand that there is a risk that some people may fall ill, become unavailable. To mitigate the risk we include training insurance for each delegate enrolled on our public schedule, they are welcome to sit on the same Public class within 6 months at no charge, if the case arises.

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