Advanced deep learning

Name: Advanced deep learning
Brand: Educa PHAROS
SKU: AFO028P3H
Availability: InStock

Industry-Specific

Digital Skills

Schedule

Duration

40 hours

PRESENTATION

Advanced Deep Learning is your gateway to mastering one of the most transformative technologies of our time. As industries race to harness the power of artificial intelligence, the demand for deep learning experts is skyrocketing. This course is designed to equip you with cutting-edge skills in both supervised and unsupervised deep learning, essential for solving complex real-world problems. Delve into sophisticated algorithms and techniques that drive innovations in fields such as healthcare, finance, and autonomous systems. By participating, you will gain the ability to design and implement advanced neural networks, positioning yourself at the forefront of AI advancements. Join this immersive online experience and unlock your potential to impact the future with deep learning.

Objectives

– To master supervised learning techniques using deep neural networks.

– To develop advanced models for complex data sets in supervised learning.

– To explore unsupervised learning methods and their applications.

– To implement clustering and dimensionality reduction in unsupervised learning.

– To analyse data patterns using advanced unsupervised algorithms.

– To optimise neural network architectures for specific tasks.

– To evaluate deep learning models for real-world problem-solving.

Syllabus

UNIT 1. SUPERVISED DEEP LEARNING (I) Introduction Review: Artificial neural network (ANN) Review: ANN exercises Convolutional Neural Networks (CNN) CNN Exercises UNIT 2. SUPERVISED DEEP LEARNING (II) Natural language processing (I) Recurrent neural networks (RNN) (I) Recurrent neural networks (RNN) (II) Natural language processing (II) RNN Exercise UNIT 3. UNSUPERVISED DEEP LEARNING (I) Boltzmann Machines (BM) Restricted Boltzmann Machines (RBM) Recommender systems Recommender systems: metrics RBM exercise UNIT 4. UNSUPERVISED DEEP LEARNING (II) Self-organizing maps (SOM) SOM exercises Autoencoders (AE) AE exercises Proposed exercise

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Are the Educa PHAROS courses eligible for credit?

Many courses can be credited toward the master's programs at Structuralia.

Facts about our area

+ 1.483

Hours

+88.999

Minutes

264

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Why is Educa PHAROS the best solution?

Educa PHAROS is a next-generation training model that places a company’s human capital at the forefront. Through a platform that adapts to each company’s corporate identity and offers a total of more than 900 courses, it provides tailored training for each organization. The unlimited flat-rate plan provides each company with the number of courses that best suits its needs, as well as the ability to determine which employees will have access.