get app

    Advanced Deep Learning using Python

    BY
    Skill Lync

    Brochure Enquire
    Mode

    Online

    Duration

    12 Weeks

    Quick Facts

    particular details
    Medium of instructions English
    Mode of learning Self study
    Mode of Delivery Video and Text Based

    Course and certificate fees

    The fees for the course Advanced Deep Learning using Python is -

    HeadAmount
    Programme feesRs. 40,000

     

    certificate availability

    Yes

    certificate providing authority

    Skill Lync

    The syllabus

    Week 1 - Artificial Neural Network (Feed Forward Neural Network)

    • Neural Network
    • Different architectures of Neural Networks
    • Importance of Neural Network
    • Hyperparameters in Neural Network
    • Different types of Gradient descent methods

    Week 2 - Activation Functions in Neural Networks

    • Conic sections
    • Hyperbolic trigonometric functions
    • Sigmoid activation function
    • Tanhx activation function
    • Relu activation function
    • Softmax activation function

    Week 3 - Deep Learning

    • Terminologies in deep learning
    • Nomenclature
    • Order of vectorized forms
    • Forward propagation derivation with 1 layer
    • Back propagation derivation with 1 layer
    • Batch size, iteration and epoch

    Week 4 - Evaluation of models

    • Underfitting
    • Overfitting
    • Lasso regularization
    • Ridge regularization
    • Elastic Net regularization

    Week 5 - Improvise the model

    • Ensemble methods
    • Sparse and convex functions
    • Bagging to avoid overfitting
    • Boosting to avoid underfitting
    • Stacking to avoid underfitting

    Week 6 - Optimizers

    • Frobenius norm regularization
    • Data augmentation
    • Early stopping
    • Adam optimizer
    • Tensorflow 2.0

    Week 7 - Convolutional Neural Network (CNN)-1

    • Basics of CNN
    • Edge detection
    • Padding
    • Stride
    • Simple CNN
    • Difference between CNN & ANN

    Week 8 - Convolutional Neural Network (CNN)-2

    • Pooling layers
    • Transfer learning
    • Examples of CNN architecture
    • Combination of different Neural network architecture
    • CNN in python

    Week 9 - Recurrent Neural Network (RNN)-1

    • RNN Model
    • Different types of RNN
    • Gradients in RNN
    • Back propagation
    • Difference between RNN & ANN

    Week 10 - Recurrent Neural Network (RNN) - Part 2

    • Gated Recurrent Unit (RNN)
    • Long short term memory (LSTM)
    • Bidirectional RNN
    • RNN Implementation in Python

    Week 11 - Basics of Natural Language Processing (NLP)

    • Stop words
    • Stemming
    • Lemmatization
    • Word2vec
    • Implementation of word2vec in python

    Week 12 - End-to-End ML Project Steps

    • Descriptive Analytics
    • Diagnostic Analytics
    • Predictive Analytics
    • Prescriptive Analytics

    Trending Courses

    Digital Marketing Courses Fashion Design Courses Data Science Courses Interior Design Courses Graphic Designing Courses Cyber Security Courses Nursing Courses Tally Courses Data Analysis Courses Web Designing Courses Artificial Intelligence Courses Ethical Hacking Courses Free Digital Marketing Courses And certifications Free Artificial Intelligence Courses And Certifications Free Data Analysis Courses And Certifications Free Cyber Security Courses And Certifications Free Data Science Courses And Certifications Free Cloud Computing Courses And Certifications Free Python Courses And Certifications Free Fashion And Textiles Courses And Certifications Free Graphic Designing Courses And Certifications Free Web Designing Courses And Certifications

    Popular Courses

    General Management Courses Public Health Courses Teaching and Education Courses Financial Management Courses Web Development Courses Mathematics Courses Programming Courses Cyber Security Courses Data Science Courses Law Courses Digital Marketing Courses Mechanical Engineering Courses Explore all courses

    Popular Platforms

    upGrad Courses Udemy Courses Edx Courses Swayam Courses Coursera Courses Futurelearn Courses Mindmajix Technologies Courses Vskills Courses NPTEL Courses IIT Kharagpur Courses Emeritus Courses IIT Kanpur Courses Explore all platforms

    Learn more about the Courses

    10 Reasons to Enrol Yourself in a Digital Marketing Course 8 Must-Have Skills for AWS Cloud Architects Planning to Upskill Yourself? Enrol for a Program in Data Science 25+ Tips for Improving Your Graphic Design Skills Top Universities in India Offering Cyber Security Courses 15+ Courses for Learning Data Mining How to Make a Career in the Field of Artificial Intelligence Top 10 Benefits Of Holding A Certification In Business Intelligence Which are the best certification courses for Photography in India A Beginner's Guide to Pursue Python Programming Want to Pursue a Career in Blockchain Technology? Here is all that you need to Know How Entrepreneurs Can Use Machine Learning to Make their Business Successful? The Scope of Artificial Intelligence in India Top 10 Online Courses for Travel Lovers 10 Best Certification Courses After Hospital and Healthcare Management
    Providers
    Close

    Download the Careers360 App on your Android phone

    Regular exam updates, QnA, Predictors, College Applications & E-books now on your Mobile

    Careers360 App
    150M+ Students
    30,000+ Colleges
    500+ Exams
    1500+ E-books