Deep Learning for Image Classification Using Keras

Multiday, 22/02/2025 - 23/02/2025

Venue

Tertiary Courses Malaysia G-3A-02, Suite Pejabat Korporat, KL Gateway, No 2, Jalan kerinchi, Gerbang kernichi Lestari, 59200

Entrance Fee

MYR2,000.00

Category

Business & Professional

Event Type

Class, Course, Training or Workshop

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Schedule

DateTime
22/02/20259:30 AM - 5:30 PM
23/02/20259:30 AM - 5:30 PM
Deep Learning for Image Classification Using Keras

Dive into the dynamic world of deep learning and discover the power of Keras for image classification. This course unveils the essential techniques and tools to unlock your potential in AI-driven computer vision projects. From the foundational concepts of neural networks to practical implementations, we cover it all.

Whether you're an aspiring data scientist, a machine learning enthusiast, or a professional looking to upscale, this course is your gateway to mastering image classification using Keras. Through hands-on examples, industry-grade projects, and expert guidance, you'll be equipped to tackle real-world challenges with confidence. Join us on this transformative journey.

Certificate

All participants will receive a Certificate of Completion from Tertiary Courses after achieved at least 75% attendance.

Funding and Grant

HRD Corp Claimable Course for Employers Registered with HRD Corp

HRDF claimable

Course Code: M886

Day 1

Topic 1 Keras Basics

  • What is Keras

  • Keras vs TensorFlow

  • Google Colab

  • Install and Run Keras on Google Colab

Topic 2 Image Classification Model with Feedforward Neural Network (NN)

  • What is Feedforward NN

  • One Hot Encoding

  • Cross Entropy and SoftMax

  • MNIST Dataset

  • NN Image Classification NN Model for HandWritten Digits

Topic 3 Image Classification with Convolutional Neural Network (CNN)

  • What is CNN?

  • CNN Architecture

  • CNN Image Classification for HandWritten Digits

  • Image Class Generator and Fit Generator

  • CNN Image Classification for Cats and Dogs Images

  • Solving Overfitting with Dropout & Data Augmentation

  • Mini Project on Image Classification

Day 2

Topic 4 Image Classification with Transfer Learning

  • What is Transfer Learning

  • Image Classification with Pre-Trained Models

  • Fine Tune Pre-Trained Models

  • Mini Project on Transfer Learning

Topic 5 Keras Functional CNN Model

  • What is Functional API

  • Split CNN Model for Image Classification

  • Mini Project on Functional CNN Model

Topic 6 Object Detection with Mask R-CNN

  • Overview of R-CNN Models

  • Mask R-CNN Demo