Top 19 Online Courses on Deep Learning for Enthusiasts

In recent times have seen a surge in the popularity of Deep Learning. A subtype of machine learning, deep learning uses multiple layers in the network to extract particular features from the raw input. Deep understanding is the branch of Artificial Intelligence that enables computers to do tasks requiring human intelligence otherwise. It allows machines to work on a diverse set of data. With deep learning, every outcome improves upon the previous one, i.e., deep understanding can be acquired by experience in a way similar to humans. This has led to the demand for deep learning courses.
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Deep learning is used in virtual assistants like Alexa and Siri. The deep learning algorithm translates between languages. It is also used in drones and automated cars. The advantage of deep learning over machine learning is that it can efficiently deal with large data sets. Deep understanding is computationally intensive. Its importance has been felt during the COVID times as work from home became more comfortable due to this field's development. The demand has risen to such a tremendous and a variety of in-depth learning tutorials are available online.

19+ Deep Learning courses

Here is a list of some of the best deep learning courses that are worth checking out.

Note: The above data is collected and gathered by the Careers360 team.

Also read: Online Deep Learning Courses & Certifications

1. Deep Learning Specialization

Offered on Coursera by deeplearning.ai, this deep learning course is designed as a deep learning AI course for people interested in the field. The course provides a certificate of completion and covers concepts such as neural networks, sequencing, and other vital aspects of the Artificial Intelligence & Machine Learning world.

Platform: Coursera

Duration: Approx. 5 months

Cost: Rs. 3636 per month (7-day free trial)

Topics covered

• Neural Networks and Deep Learning

• Improving Deep Neural Networks: Hyperparameter tuning, Regularization, and Optimization

• Structuring Machine Learning Projects

• Convolutional Neural Networks

• Sequence Models

Also Read: Deep Learning by IIT Kharagpur via Swayam

2. Deep Learning by Udacity

This is one of the top deep learning courses offered in the Udacity platform, where you

gain a comprehensive understanding of neural networks, their implementation using the deep learning framework PyTorch. This course is perfect for those who are interested in AI, machine learning, and/or deep learning, as well as for those who have a working knowledge of Python programming, including NumPy and pandas. Having some familiarity with calculus and linear algebra will also be an advantage.

Platform: Udacity

Duration: 4 months

Cost: Rs. 91396

Topics covered

• Introduction

• Neural Networks

• Convolutional Neural Networks

• Recurrent Neural Networks

• Generative Adversarial Networks

• Deploying a Sentiment Analysis Model

Read also: Career as a Computer programmer

3. Deep Learning on Azure with Python: Introduction to Deep Learning

This is one of the best deep learning courses that you can take from the Futurelearn platform, where will learn about different types of neural networks. You’ll develop your understanding of key deep learning vocabulary, concepts, and algorithms, enabling you to understand how deep learning frameworks work.

Platform: CloudSwyft Global Systems via Future Learn

Duration: 4 weeks

Cost: $ 39 (7-day free trial)

Topics covered

• End-to-end model for recognizing hand-written digit images using a multi-class Logistic Regression and MLP (Multi-Layered Perceptron).

• CNN (Convolution Neural Network) model for improved digit recognition.

• RNN (Recurrent Neural Network) model to forecast time-series data.

• LSTM (Long Short Term Memory) model to process sequential text data.

Also Read: Certificate in Deep Learning with TensorFlow by Vskills

4. Deep Learning Course (with Keras and Tensorflow) Certification Training

This is one of the top deep learning courses that are offered in the Simplilearn platform. In this course, you’ll learn deep learning concepts, models using Keras and TensorFlow frameworks. And you will also learn deep learning algorithms, and prepare you for a career as Deep Learning Engineer.

Platform: CloudSwyft Global Systems via SimpliLearn

Duration: 4 weeks

Cost: $ 39 (7-day free trial)

Topics covered

• Introduction to Tensorflow

• Convolutional Networks

• Recurrent Neural Network

• Restricted Boltzmann Machines (RBM)

• Autoencoders13:52Preview

• AI and Deep learning introduction

• Artificial Neural Network

• Deep Neural Network & Tools

• Deep Neural Net optimization, tuning, interpretability

• Convolutional Neural Network

• Recurrent Neural Networks

• Autoencoders

Also Read: Deep learning by Indian Institute of Technology Ropar via Swayam

5. Deep Reinforcement Learning

This course is a nano-degree program designed for students seeking to undertake an in-depth reinforcement learning course. It is designed to help students undertake such a program with career guidance and class support. If you are looking to learn in-depth about AI concepts and work on real-world projects, this is the ideal choice for you to pursue.

Platform: Udacity

Duration: 4 Months

Cost: Rs. 91,396

Topics covered

• Foundations of Reinforcement Learning

• Value-Based Methods

• Policy-Based Methods

• Multi-Agent Reinforcement Learning

6. Deep Learning and Reinforcement Learning

This is one of the best deep learning courses that will give you a fundamental and application-level understanding of the main types of Machine Learning which are: Supervised Learning, Unsupervised Learning, Deep Learning, and Reinforcement Learning.

Platform: CloudSwyft Global Systems via SimpliLearn

Duration: Approx. 14 hours

Cost: Rs. 2894 per month (7-day free trial)

Topics covered

• Introduction to Neural Networks

• Neural Network Optimizers and Keras

• Convolutional Neural Networks

• Recurrent Neural Networks and Long-Short Term Memory Networks

• Deep Learning with Autoencoders

• Deep Learning Applications and Reinforcement Learning

Also read : Online Machine Learning Courses & Certifications

7. Deep Learning Essentials

This Deep Learning course gives you an in-depth understanding of deep learning and its impact in all sectors. Developed by the University of Montreal and available on Edx, this is one of the top deep learning courses that can give you a foundational understanding of the topic.

Platform: CloudSwyft Global Systems via SimpliLearn

Duration: Approx. 5 weeks

Cost: Rs. 10982 (free for auditing)

Topics covered

• Machine Learning (ML) and Experimental Protocol

• Introduction to Deep Learning

• Intro to Convolutional Neural Networks (CNN)

• Introduction to Recurrent Neural Networks

• Bias and Discrimination in ML

Also Read: Deep Learning For Visual Computing IIT Kharagpur via Swayam

8. Deep Learning Fundamentals with Keras

If you are looking into learning the fundamentals of deep learning and teach you the fundamentals, then this is for you. This deep learning course offered in the Edx platform covers topics such as deep learning models, neural networks as well as how to build your first deep learning model using Keras.

Platform: CloudSwyft Global Systems via SimpliLearn

Duration: Approx. 5 weeks

Cost: Rs. 7297 (free for auditing)

Topics covered

• Introduction to Deep Learning

• Artificial Neural Networks

• Deep Learning Libraries

• Deep Learning Models

Read more: Machine Learning

9. Deep Learning in Computer Vision

In this course, you will learn about computer vision, deep learning models, various object detection techniques, image and video recognition, motion estimation, object tracking in video, human action recognition as well as and finally image stylization, editing, etc.

Platform: HSE University, Moscow via Coursera

Duration: Approx. 13 hours

Cost: Rs. 3636 per month (7-day free trial)

Topics covered

• Introduction to image processing and computer vision

• Convolutional features for visual recognition

• Object detection

• Object tracking and action recognition

• Image segmentation and synthesis

Also Read: Certificate in Deep Learning with Python by Vskills

10. Applied Deep Learning Capstone Project

This course is an in-depth learning tutorial that focuses on the applied aspect of Deep learning. It helps learners willing to venture into the field of Deep learning with an emphasis on its application with Python libraries such as Pytorch and Keras. The course is offered by IBM & provides the learner quite an insight into how they can train, build & deploy their own deep learning models in real-time.

Platform: IBM via Edx

Duration: 5 weeks

Cost: Free. Rs. 10982

Topics covered

• Determine what kind of Deep Learning method to use in which situation

• How to build a Deep Learning model to solve a real problem

• Master the process of creating a Deep Learning pipeline

• Apply knowledge of Deep Learning to improve models using real data

• Demonstrate ability to present and communicate outcomes of Deep Learning projects

Read also: Career as AI Developer

11. Machine Learning and Deep Learning using TensorFlow & Keras

Taught by the very famous instructor, Indra Programmer, the course is created for helping learners are acquainted with the Google TensorFlow framework. You are going to learn about the basics of machine learning and understand how it differs from deep learning. A deep learning AI course, explains Google TensorFlow's complexities more easily for beginners.

Platform: Udemy

Cost: Rs.1280

Duration: 11 hours

Topics covered

• Types of Neural Network

• What is back Propagation?

• Deep Learning with Neuron Network

• Machine Learning, Tensor flow, HLL

• Machine Learning with Tensor Flow

• MLP &Neural Networks - Tensor Flow &Keras

• Autoencoders

• Deep Reinforcement Learning

• Image Classification using Covolutional neural networks in Keras

• Word embeddings by Keras

• Conv nets, RNN with Keras

Read also: Career as Software Developer

12. Natural Language Processing with Deep Learning in Python

The Natural Language Processing with Deep Learning in Python course is an advanced, in-depth learning course. It is designed for people interested in neural networks and requires prior acquaintance with NLP and Deep Learning and using recursive tensor-based neural networks for the purpose of analysing sentiments online.

For those who have some prior working knowledge of libraries such as Theano, NumPy as well as addition, subtraction & other similar arithmetic operations.

Platform: Udemy

Duration: 12 hours

Cost: Rs. 2,560

Topics covered

• Outline, Review, and Logistical Things

• Working with Word Vectors

• Review of Language Modeling and Neural Networks

• Word Embeddings and Word2Vec

• Word Embeddings using GloVe

• Unifying Word2Vec and GloVe

• Using Neural Networks to Solve NLP Problems

• Recursive Neural Networks (Tree Neural Networks)

• Theano and Tensorflow Basics Review

• Setting Up Your Environment

• Extra Help With Python Coding for Beginners

• Effective Learning Strategies for Machine Learning

Read also: Career as a Data scientist

13. The Complete Self-Driving Car Course- Applied Deep Learning

The course is the best in-depth learning course for people looking forward to the applied aspects of deep learning. It is designed to help the learner to be able to develop an autonomous car. It will teach you to practically implement smart computer vision and AI/ML concepts to build your own self-driving car, a kind of project, which helps you understand how Python libraries and neural networks work in real-time.

Platform: Udemy

Duration: 18 hours

Cost: Rs. 8640

Topics covered

• Introduction

• Installation

• Python Crash Course (Optional)

• NumPy Crash Course (Optional)

• Computer Vision: Finding Lane Lines

• The Perceptron

• Keras, Deep Neural Networks

• Multiclass Classification

• MNIST Image Recognition

• Convolutional Neural Networks

• Classifying Road Symbols

• Polynomial Regression

• Behavioural Cloning

Also Read: Certificate in Deep Learning with Caffe2 by Vskills

14. Practical Deep learning with Pytorch

This is one of the finest deep learning certification courses, where you get an in-depth learning tutorial that aims to help the learners master deep learning concepts and implement them in Pytorch. Having past knowledge of arithmetic, differentiation, and algebra apart from Python functions, classes and loops is vital since the course provides a visual demonstration of how deep learning algorithms work.

Platform: Udemy

Duration: 6.5 hours

Cost: Rs. 6400

Topics covered

• Introduction

• Software Requirements

• PyTorch Fundamentals: Matrices

• PyTorch Fundamentals: Variables and Gradients

• Linear Regression with PyTorch

• Logistic Regression with PyTorch

• Feedforward Neural Network with PyTorch

• Convolutional Neural Network (CNN) with PyTorch

• Recurrent Neural Networks (RNN)

• Long Short-Term Memory Networks (LSTM)

15. Machine Learning Data Science and Deep Learning with Python

Udemy platform offers one of the top machine learning courses and deep learning courses for data science using the Python programming language. This deep learning and machine learning course introduces students to the utilization of TensorFlow and Python for predicting results and classifying data into smaller units among others.

Platform: Udemy

Cost: Rs.8640

Duration: 15.5 hours

Topics covered

• Getting Started

• Statistics and Probability Refresher, and Python Practice

• Predictive Models

• Machine Learning with Python

• Recommender Systems

• More Data Mining and Machine Learning Techniques

• Dealing with Real-World Data

• Apache Spark: Machine Learning on Big Data

• Experimental Design / ML in the Real World

• Deep Learning and Neural Networks

• Generative Models

• Final Project

Also read: Career as Computer Hardware Engineer

16. Probabilistic Deep Learning with TensorFlow 2

Designed by the prestigious institute, Imperial College London, this is one of the best deep learning certification courses which focuses on deep probabilistic learning with TensorFlow. This is an advanced-level course that focuses on a probabilistic approach to deep learning.

Platform: Imperial College London via Coursera.

Cost: Rs. 3636 per month (7-day free trial)

Duration: Approx. 53 hours

Topics covered

• TensorFlow Distributions

• Probabilistic layers and Bayesian neural networks

• Normalising flows

• Variational autoencoders

• Capstone Project

Also Read: Certificate in Deep Learning with PyTorch by Vskills

17. Advanced AI: Deep Reinforcement Learning in Python

The course is an in-depth reinforcement tutorial for people willing to take their deep learning experience one notch up. The course is designed very systematically for people already in the field. Its curriculum teaches students how to implement dynamic programming, building ANNs & CNNs using Theano and TensorFlow apart from linear regression, if-else condition statements along loops in Python.

Platform: Udemy

Duration: 10.5 hours

Cost: Rs. 1,920

Topics covered

• Introduction and Logistics

• The Basics of Reinforcement Learning

• OpenAI Gym and Basic Reinforcement Learning Techniques

• TD Lambda

• Policy Gradients

• Deep Q-Learning

• A3C

• Theano and Tensorflow Basics Review

• Setting Up Your Environment

• Extra Help With Python Coding for Beginners

• Effective Learning Strategies for Machine Learning

• Appendix / FAQ Finale

Read also: Career as Data Analyst

18. Professional Certificate in Deep Learning

This course is the right choice for a certificate course in Deep Learning and can increase your chances of being hired by a firm, considering that you will be building projects focused on convolutional and recursive neural networks alongside real-world AI/ML concepts such as computer vision, image & video processing alongside analyzing language and text on the Web.

Platform: IBM via Edx

Duration: 7 months

Cost: Rs. 43085

Topics covered

• IBM's Deep Learning Professional Certificate

• Deep Learning Fundamentals with Keras

• Computer Vision and Image Processing Fundamentals

• PyTorch Basics for Machine Learning

• Deep Learning with Python and PyTorch

• Deep Learning with Tensorflow

• Applied Deep Learning Capstone Project

• Job Outlook

19. Machine Learning with Python: from Linear Models to Deep Learning

Offered by the prestigious MIT, this is one of the best machine learning courses which offers a foundational and applicational understanding of ML and deep learning. You will learn about the application of Python language in ML and will cover concepts such as Machine learning with Python covering linear models and deep learning. It can be helpful as deep learning with a Python tutorial. You will be able to choose different linear models depending upon the application, implement machine learning in real-time as well as work with graphical models, which are quite essential if you want to get yourself a high-paying data science job.

Platform: MIT via Edx

Duration: 15 weeks

Cost: Free, Certificate for Rs. 22,133

Topics covered

• Introduction

• Linear classifiers, separability, perceptron algorithm

• Maximum margin hyperplane, loss, regularization

• Stochastic gradient descent, over-fitting, generalization

• Linear regression

• Recommender problems, collaborative filtering

• Non-linear classification, kernels

• Learning features, Neural networks

• Deep learning, back propagation

• Recurrent neural networks

• Recurrent neural networks

• Generalization, complexity, VC-dimension

• Unsupervised learning: clustering

• Generative models, mixtures

• Mixtures and the EM algorithm

• Learning to control: Reinforcement learning

• Reinforcement learning continued

• Applications: Natural Language Processing

Projects

• Automatic Review Analyzer

• Digit Recognition with Neural Networks

• Reinforcement Learning

Also read: Engineering and Architecture

20. Deep Learning & Neural Networks for Financial Engineering

New York University provides the Deep Learning and Neural Networks for Financial Engineering course. This is one of the top deep learning certification courses offered by the prestigious NYU where you will learn about the application of neural networks and deep learning in many fields, including finance.

Platform: New York University via Edx

Duration: 7 weeks

Cost: Rs. 58,947

Topics covered

• Classical Machine Learning: Overview

• Introduction to Neural Networks and Deep Learning

• Convolutional Neural Networks

• Recurrent Neural Networks

• Training Neural Networks

• Interpretation and Transfer Learning

• Advanced Recurrent Architectures

• Advanced topics

Conclusion

Artificial Intelligence in general and deep learning, in particular, are the job-creators of today. As the world witnessed a massive overhaul of how companies work, deep learning enthusiasts' demand is rising tremendously. There are a plethora of deep learning online courses available for people interested in the field. A deep learning certification is a career enabler. Anyone in the industry willing to take a step further in his or her career can take up an online deep learning course. There are also many deep learning tutorials for beginners that can be taken by people who are willing to learn about deep learning from scratch. Deep learning is based on the functioning of the human brain. As technology develops faster pace than ever, it becomes crucial for people to develop their skills accordingly. A career in deep learning ensures stability as well as security of income despite times of crisis. Varieties of deep learning online courses are available for beginners as well as advanced-level learners. Taking up any one of these courses can be a great addition to one's resume.

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