Deep Learning with TensorFlow & Keras

Gain in-depth knowledge about Neural Networks, prepare datasets and study DeepNet architectures used for solving various Computer Vision problems.

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Course Code
DLTK

Type
Intermediate

Available in
Python

Price
$799

Prerequisites: Basic understanding of Computer Vision required
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A glimpse of the topics covered

Course Topics

  1. Introduction to Artificial Intelligence
  2. NumPy refresher
  3. Introduction to TensorFlow and Keras
  4. What is inside an ML algorithm?
  1. Neural Network Building Blocks
  2. Loss Functions for Classification and Regression
  3. Understanding the Keras Sequential and Functional APIs
  4. Image Classification using Multilayer Perceptron
  1. Convolution operation
  2. CNN building blocks and Layers
  3. Implement CNNs using TensorFlow Keras
  4. Evaluation of Classification Performance
  1. Advanced Optimizers in Keras
  2. Learning Rate Decay methods
  3. Training Deep Neural Networks
  4. Regularization methods in Deep Learning
  1. Troubleshooting training with TensorBoard
  2. Leverage pre-trained models
  3. Handling Data in TensorFlow using TF Data, Sequence Class, and TF Records
  1. Introduction to Object Detection
  2. Object Detection Building Blocks
  3. Evaluation metrics in Object Detection like mAP
  4. Two-Stage Object Detectors like Faster RCNN
  1. You Only Look Once (YOLO)
  2. Single Stage Multibox Detector (SSD)
  3. EfficientDet and RetinaNet
  4. How to write a custom Object Detector from scratch?
  1. Using the TensorFlow Object Detection (TFOD) API
  2. Fine-tuning of Object Detection Models available on TFOD API on a subset of Pascal VOC data.
  3. Building a Custom SSD Model with FPN and training it on  PenFudanPed Dataset
  1. Semantic Segmentation Building Blocks 
  2. Dilated Convolution and Transposed Convolution
  3. Semantic and Instance Segmentation
  4. Evaluation metrics for Semantic Segmentation
  1. Fully Convolutional Network (FCN)
  2. U-Net
  3. DeepLab
  4. Mask-RCNN
  1. Real-time Posture analysis using MediaPipe Pose
  2. Drowsy Driver Detection using MediaPipe
  1. Introduction to GANs
  2. Vanilla GAN using Fashion MNIST
  3. DCGAN using Flickr Faces
  4. CGAN using Fashion MNIST

Tool Kit

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Testimonials

Certificates

To receive a Certificate of Completion from OpenCV.org, you need to complete the graded quizzes + assignments + projects, with more than 50% marks and within 6 months of enrolling in the course.

Graduation Certificate

Certificate of Completion

You will receive a Certificate of Excellence if you score more than 70% marks on the graded quizzes + assignments + projects within 6 months of enrolling in the course.

Honor Certificate

Certificate of Excellence

This course is available as part of the following Programs


Course

Mastering OpenCV with

Python (Python) - $149

Fundamentals of Computer

Vision & Image Processing
(Python or C++) - $499

Deep Learning with

PyTorch (Python) - $799

Deep Learning with TensorFlow & Keras (Python) - $799

Computer Vision & Deep Learning Applications (Python) - $499

Mastering Generative AI

for Art (Python) - $159

Standard Retail

Special Pricing

Student Pricing (30% Discount)

Program 1
CVDL Essentials

Original price was: $948.Current price is: $899.

Program 2
CVDL Professional

Original price was: $1,447.Current price is: $1,199.

Program 3
CVDL Expert

Original price was: $2,246.Current price is: $1,699.

Program 4
CVDL Master

Original price was: $2,904.Current price is: $1,999.

Program 1
CVDL
Essentials
$629
Original price was: $948.Current price is: $899.
$899$584
Program 2
CVDL
Professional
$839
Original price was: $1,447.Current price is: $1,199.
$1199$779
Program 3
CVDL
Expert
$1189
Original price was: $2,246.Current price is: $1,699.
$1699$1104
Program 4
CVDL
Master
$1399
Original price was: $2,904.Current price is: $1,999.
$1999$1299
MOCV - Mastering OpenCV with Python - $149
CVIP - Fundamentals of CV & IP - (Python & C++) - $499
DLPT - Deep Learning With PyTorch - $799
DLTK - DL with TensorFlow & Keras -$799
DLAP - CV & DL Applications - $499
GENAI - Mastering Generative AI for Art - $159

Courses Offered

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Mastering-AI-Art-Generation
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GENAI

Dive deep into Stable Diffusion. Learn all the techniques of generating images, fine-tuning Stable Diffusion on your own images and even training a GPT language model.

Available in Python

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$159

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