Artificial Intelligence

Deep Learning with Python

Deep Learning covers concepts to help you understand and appreciate the dynamics behind the Neural Algorithms and build basic Neural Nets for problem-solving along with Computer Vision. These techniques have delivered wonders in achieving breakthroughs for a few of the most daunting social problems & business needs. You will learn how to deal with text-based data and identify patterns for classification. You will also understand working on time-based and continuous data to master approaches in resolving business problems that involve the same.

Verified Certificate

Guided Projects

17 hrs content from Top instructors

5+ Assignments & Quizzes

Discussion Support

Course Fee
₹ 8,000

₹ 3,999 incl. GST

Course Duration

17 Hrs

Prerequisite

  • Python
  • Statistics
  • Machine learning

Your Faculty

Target Job Roles

  • The course helps you in gearing yourselves for the below-mentioned job roles which are in high demand and pay a good salary
  • Data Scientist
  • Deep Learning Engineer
  • Deep Learning Specialist

Certificate

Earn a Verified Certificate from Great Learning Academy, which is highly regarded and valued by corporates. Make your CV & LinkedIn profile stand out from the rest.

Great Learning - Machine Learning Certificate

Curriculum

Module 1

Introduction to Neural networks and deep learning

Great Learning - Data Analytics using Excel Cerificate 9.5 hrs

  • Introduction to Neural Networks
  • Activation functions
  • Feed forward neural network
  • Back propagation and Gradient descent
  • Learning Rate setting and tuning
  • Hands-on Python Demo: Building a Neural Network from Scratch
  • Introduction to Tensorflow
  • Computational Graph
  • Hands-on in TensorFlow: Linear regression on Boston Housing prices
  • Introduction to Keras
  • Build a Deep Neural Network in Keras: MNIST Dataset
  • Feed forward
  • Back Propagation
  • Fully Connected Layer - Forward pass
  • Fully Connected Layer - Backward pass
  • Activation Functions
  • Softmax
  • Cross-Entropy Loss
  • Hands-on-Python-demo : MNIST walk-through of building blocks of Neural Networks
  • Data Preprocessing
  • Data Augmentation
  • Weight initialization
  • Regularization - Batch Normalization
  • Regularization - Dropout
  • Show more

Module 2

Computer vision

Great Learning - Data Analytics using Excel Cerificate 5 hrs

  • Working with Images_Introduction
  • Working with Images - Digitization, Sampling, and Quantization
  • Hands-on Python Demo: Working with images
  • Introduction to Convolutions
  • 2D convolutions for Images
  • Convolution - Forward and Backward
  • Transposed Convolution and Fully Connected Layer as a Convolution
  • Pooling : Max Pooling and Other pooling options
  • Hands-on Keras Demo: MNIST CNN Building Blocks code walk-through
  • CNN Architectures and LeNet Case Study
  • Case Study : AlexNet, ZFNet, VGGNet, GoogleNet, ResNet
  • GPU vs CPU
  • Transfer Learning Principles and Practice
  • Hands-on Keras Demo: SVHN Transfer learning
  • Show more

Module 3

Natural Language Processing

Great Learning - Data Analytics using Excel Cerificate 2.5 hrs

  • Introduction to NLP
  • Pre-processing in NLP-Tokenization, Stop words, Normalisation,stemming and lemmatization
  • Pre-processing in NLP-Bag of words, TF-IDF as features
  • Language Models Probabilistic models, N-gram model and channel model
  • Hands-on demo_NLP Basics with NLTK
  • Word2Vectors
  • Glove
  • Hands-on demo : Word Embeddings
  • Applications : POS tagging, NER
  • Hands-on demo : POS tagging with NLTK
  • Hands-on demo : TF-IDF with NLTK
  • Show more

FAQs

For how long can I access these courses?

You can access all these courses for 1 year.

Is it 100% online learning and self-paced?

It is a 100% online learning course that you can learn at your own pace through our website and mobile app.

On what basis are the certificates rolled out?

The certificates are rolled out as and when you complete the mandatory course content and submit the project with a satisfactory grade.

Will I gain access to any sort of Forum support?

Yes. You will gain complete access to our Discussion forum support in your course to connect with our SMEs to resolve your course content related queries within 48 hrs.

Is there a refund in case I want to discontinue from the course?

Fees once paid is not refundable. Kindly make an informed decision before enrolling into the course.