Udemy
  •  
  •  
  •  
  •  
  •  
  •  
  •  
  •  
  •  
  •  
  •  
  •  
  •  
Development
Web Development Data Science Mobile Development Programming Languages Game Development Database Design & Development Software Testing Software Engineering Development Tools No-Code Development
Business
Entrepreneurship Communications Management Sales Business Strategy Operations Project Management Business Law Business Analytics & Intelligence Human Resources Industry E-Commerce Media Real Estate Other Business
Finance & Accounting
Accounting & Bookkeeping Compliance Cryptocurrency & Blockchain Economics Finance Finance Cert & Exam Prep Financial Modeling & Analysis Investing & Trading Money Management Tools Taxes Other Finance & Accounting
IT & Software
IT Certification Network & Security Hardware Operating Systems Other IT & Software
Office Productivity
Microsoft Apple Google SAP Oracle Other Office Productivity
Personal Development
Personal Transformation Personal Productivity Leadership Career Development Parenting & Relationships Happiness Esoteric Practices Religion & Spirituality Personal Brand Building Creativity Influence Self Esteem & Confidence Stress Management Memory & Study Skills Motivation Other Personal Development
Design
Web Design Graphic Design & Illustration Design Tools User Experience Design Game Design Design Thinking 3D & Animation Fashion Design Architectural Design Interior Design Other Design
Marketing
Digital Marketing Search Engine Optimization Social Media Marketing Branding Marketing Fundamentals Marketing Analytics & Automation Public Relations Advertising Video & Mobile Marketing Content Marketing Growth Hacking Affiliate Marketing Product Marketing Other Marketing
Lifestyle
Arts & Crafts Beauty & Makeup Esoteric Practices Food & Beverage Gaming Home Improvement Pet Care & Training Travel Other Lifestyle
Photography & Video
Digital Photography Photography Portrait Photography Photography Tools Commercial Photography Video Design Other Photography & Video
Health & Fitness
Fitness General Health Sports Nutrition Yoga Mental Health Dieting Self Defense Safety & First Aid Dance Meditation Other Health & Fitness
Music
Instruments Music Production Music Fundamentals Vocal Music Techniques Music Software Other Music
Teaching & Academics
Engineering Humanities Math Science Online Education Social Science Language Teacher Training Test Prep Other Teaching & Academics
AWS Certification Microsoft Certification AWS Certified Solutions Architect - Associate AWS Certified Cloud Practitioner CompTIA A+ Cisco CCNA Amazon AWS CompTIA Security+ AWS Certified Developer - Associate
Graphic Design Photoshop Adobe Illustrator Drawing Digital Painting InDesign Character Design Canva Figure Drawing
Life Coach Training Neuro-Linguistic Programming Mindfulness Personal Development Personal Transformation Meditation Life Purpose Coaching Neuroscience
Web Development JavaScript React CSS Angular PHP WordPress Node.Js Python
Google Flutter Android Development iOS Development Swift React Native Dart Programming Language Mobile Development Kotlin SwiftUI
Digital Marketing Google Ads (Adwords) Social Media Marketing Google Ads (AdWords) Certification Marketing Strategy Internet Marketing YouTube Marketing Email Marketing Retargeting
SQL Microsoft Power BI Tableau Business Analysis Business Intelligence MySQL Data Analysis Data Modeling Data Science
Business Fundamentals Entrepreneurship Fundamentals Business Strategy Online Business Business Plan Startup Freelancing Blogging Home Business
Unity Game Development Fundamentals Unreal Engine C# 3D Game Development C++ 2D Game Development Unreal Engine Blueprints Blender
2020-11-29 23:53:33
30-Day Money-Back Guarantee

This course includes:

  • 9.5 hours on-demand video
  • Full lifetime access
  • Access on mobile and TV
IT & Software Other IT & Software Deep Learning

Deep Learning(Keras: CompVision, openCV, Sequences, FuncAPI)

Deep Learning with Python/ Keras
Rating: 4.6 out of 54.6 (69 ratings)
26,465 students
Created by Shrirang Korde
Last updated 10/2020
English
English [Auto]
30-Day Money-Back Guarantee

What you'll learn

  • The students will be able to understand what is Deep Learning. How to create various model and solve the problems hands-on using Keras.
  • As part of various hands-on activities, students will learn how to apply Deep Learning to real world problems

Requirements

  • Python language

Description

Following topics are covered as part of the course

  • Explore building blocks of neural networks

    • Data representation, Tensor, Back propagation


  • Keras

    • Dataset, Applying Keras to cases studies, over fitting / under fitting


  • Artificial Neural Networks (ANN)

    • Activation functions

    • Loss functions

    • Gradient Descent

    • Optimizer


  • Image Processing

    • Convnets (CNN), hands-on with CNN


  • Text and Sequences

    • Text data, Language Processing

    • Recurrent Neural Network (RNN)

    • LSTM

    • Bidirectional RNN

  • Gradients and Back Propagation - Mathematics

    • Gradient Descent

    • Mathematics


  • Image Processing  / CV - Advanced

    • Image Data Generator

    • Image Data Generator - Data Augmentation

    • Pre-trained network


  • Functional API

    • Intro to Functional API

    • Multi Input Multi Output Model

The videos are concepts and hands-on implementation of topics

Who this course is for:

  • Beginner Python developers, Data Science students, Students who have some exposure to Machine Learning

Course content

8 sections • 29 lectures • 9h 24m total length

  • Preview07:21
  • Preview24:06
  • Tensors
    16:21
  • Tensor Operations
    19:59
  • Tensor Flow and Keras - Overview
    14:06

  • ANN- Layers
    24:03
  • ANN- Optimizer and Activation Functions
    22:41
  • ANN- Loss Functions
    14:01
  • Keras- Getting Started
    09:59
  • Image Classification- Hands-on
    20:22

  • Convolution Neural Network- Image Processing / Computer Vision
    23:19
  • CNN- Hands-on (part1)
    15:04
  • CNN- Hands-on (part2)
    17:11

  • Handling Text Sequences
    14:52
  • Hands-on with Text Sequences (/ Word Embeddings)
    21:41
  • Recurrent Neural Network (RNN)
    14:23
  • Hands-on with RNN
    17:00
  • LSTM, Bidirectional RNNs
    21:42
  • Hands-on with LSTM
    16:31
  • Hands-on with Bidirectional RNN
    11:19

  • Over fitting and Under fitting
    22:06

  • Gradient and Back propagation (part1)
    21:08
  • Gradient and Back propagation (part2)
    25:45

  • Image Processing/CV - Keras Image Data Generator
    28:35
  • Image Processing/CV - Data Augmentation
    28:31
  • Pre-Trained Network for Image Processing / CV
    23:33
  • Pre-Trained Network (with Practical)
    29:32

  • Intro to Functional API (with Practical)
    22:45
  • Multi Input Multi Output model (with Practical)
    16:26

Instructor

Shrirang Korde
Technologist
Shrirang Korde
  • 4.2 Instructor Rating
  • 241 Reviews
  • 54,470 Students
  • 4 Courses

Shrirang is a Technology expert in product development with international exposure. His more than 25 years of rich experience spans across companies like Bharat Electronics Bangalore (BEL), Tata Elxsi Bangalore/Japan, Philips Software Bangalore/Netherlands, Persistent Systems Pune/Nagpur , ERP based startup. He has handled various overseas customers in countries like USA, Japan, Taiwan, Netherlands and Belgium including working onsite. He was instrumental in starting Technology Incubator at VNIT Nagpur in cooperation with SINE@IIT-Bombay. He also has 10+ years’ experience of campus recruitment and lateral hiring.

He is a mentor for TCS iON program and provides online training for IoT course (via TCS’s iON platform). He was responsible for IoT lab setup at one of the Engineering College. Apart from that he was visiting faculty at VNIT (NIT Nagpur) and other colleges at Nagpur. He conducts training programs for faculties (FDP) and students.

He has authored a book titled "21 IoT Experiments" (Yashwant Kanetkar/ Shrirang Korde).

He also has research publications to his credit including VDAT publication.

His current focus is in technology areas like Machine Learning, Deep Learning, Python & Data Science, Data Structures, C/C++/Java, Internet of Things (IoT) and Android programming.

  • Udemy for Business
  • Teach on Udemy
  • Get the app
  • About us
  • Contact us
  • Careers
  • Blog
  • Help and Support
  • Affiliate
  • Terms
  • Privacy policy
  • Cookie settings
  • Sitemap
  • Featured courses
Udemy
© 2021 Udemy, Inc.