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Deep Learning Specialization 

  • Offered byDeepLearning.AI

Deep Learning Specialization
 at 
DeepLearning.AI 
Overview

A comprehensive understanding of deep learning

Duration

6 months

Mode of learning

Online

Difficulty level

Intermediate

Official Website

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Credential

Certificate

Deep Learning Specialization
 at 
DeepLearning.AI 
Highlights

  • Earn a certificate after completion of course
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Deep Learning Specialization
 at 
DeepLearning.AI 
Course details

Skills you will learn
Who should do this course?

Professionals looking to advance their knowledge of deep learning techniques and applications

Developers interested in learning how to integrate deep learning models into software systems and applications

Individuals with a background in AI, machine learning, or data science who want to specialize in deep learning

What are the course deliverables?

Understand the fundamentals of deep learning, including the structure and function of neural networks, activation functions, forward and backward propagation, and the concept of gradient descent

Learn how to train and optimize deep neural networks (DNNs) using techniques like stochastic gradient descent (SGD), momentum, and adaptive learning rates 

Learn how RNNs are used in applications like speech recognition, language modeling, machine translation, and text generation

More about this course

The Deep Learning Specialization is an advanced, comprehensive program designed for professionals, engineers, and data scientists who wish to master the techniques and algorithms behind deep learning and neural networks

This specialization delves into the core principles of deep learning, offering a hands-on approach to learning through practical assignments and real-world case studies

This program will provide you with the foundational knowledge and skills required to design, train, and deploy deep learning models for a variety of applications

Deep Learning Specialization
 at 
DeepLearning.AI 
Curriculum

Neural Networks and Deep Learning

Introduction to Deep Learning

Neural Networks Basics

Shallow Neural Networks

Deep Neural Networks

 

Improving Deep Neural Networks: Hyperparameter Tuning, Regularization, and Optimization

Practical Aspects of Deep Learning

Optimization Algorithms

Hyperparameter tuning, Batch Normalization, and Programming Frameworks

 

Structuring Machine Learning Projects

ML Strategy (1)

ML Strategy (2)

 

Convolutional Neural Networks

Foundations of Convolutional Neural Networks

Deep Convolutional Models: Case Studies

Object Detection

Special Applications: Face Recognition and Neural Style Transfer

 

Sequence Models

Recurrent Neural Networks

Natural Language Processing and Word Embeddings

Sequence Models and the Attention Mechanism

Transformers

Faculty Icon

Deep Learning Specialization
 at 
DeepLearning.AI 
Faculty details

Andrew Ng
Founder, DeepLearning.AI; Co-founder, Coursera
Younes Bensouda Mourri
Kian Katanforoosh

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Deep Learning Specialization
 at 
DeepLearning.AI 
Students Ratings & Reviews

4.6/5
Verified Icon24 Ratings
H
Harsh Patel
Deep Learning Specialization
Offered by DeepLearning.AI
4
Learning Experience: Very good learning experience to complete this cource and it's very useful
Faculty: Facultys are very good and i am enjoying learning This cource update my skill and my domain
Course Support: No impact
Reviewed on 20 Nov 2022Read More
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M
Mukesh M
Deep Learning Specialization
Offered by DeepLearning.AI
5
Learning Experience: Course content was very informative and neatly planned out. The course contains the right blend of videos, lab exercises and adequately spaced quizzes which help in refreshing the learning over videos.
Faculty: The pace and depth in which the content was put out was just about right to learn and absorb. Course resources given at the end of each module are very useful. Course content was very informative and neatly planned out.
Reviewed on 19 Oct 2022Read More
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G
Gopalakrishna Adusumilli
Deep Learning Specialization
Offered by DeepLearning.AI
5
Learning Experience: Deep learning specialisation explains fundamental concepts in deep learning
Faculty: Andrew Ng Course and assignment is structured.
Course Support: No
Reviewed on 18 Sep 2022Read More
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E
E G SRIPADHA VALLABHA
Deep Learning Specialization
Offered by DeepLearning.AI
5
Learning Experience: The course had great insights about deep learning, this course is a goto beginners guide for to one starting with deep learning.
Faculty: Like who doesnt know about Andrew NG I consider him as one of the pioneers of deep learning community. The core curriculum is well Maintained it has each and every detailed explanation.
Course Support: No
Reviewed on 14 Aug 2022Read More
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A
Anupam Khandelwal
Deep Learning Specialization
Offered by DeepLearning.AI
5
Learning Experience: The course content was very well decided with ample of hands on coding assignments. Tools like Numpy, Tensorflow, etc were also introduced
Faculty: Andrew Ng was the teaching faculty. He delivered a very practical approach in understanding the course concepts The course started with simple neural network architecture and then took a deep dive into advanced architectures such as CNNs and RNNs.
Course Support: No
Reviewed on 7 Aug 2022Read More
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Deep Learning Specialization
 at 
DeepLearning.AI 

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