Deep Learning With PyTorch

Start solving Computer Vision problems using Deep Learning techniques and the PyTorch framework. Dive into the architecture of Neural Networks, and learn how to train and deploy them on the cloud.

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Course Code
DLPT

Type
Intermediate

Available in
Python

Price
$799

Prerequisites: Basic understanding of Computer Vision required
(Courses are (a little) oversubscribed and we apologize for your enrollment delay. As an apology, you will receive a 20% discount on all waitlist course purchases. The current wait time will be sent to you in the confirmation email.)
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A glimpse of the topics covered

Course Topics

  1. Introduction to Artificial Intelligence
  2. NumPy Refresher
  3. Introduction to PyTorch
  4. What is inside an ML algorithm?
  1. Understanding Neural Networks
  2. Building Neural Networks in PyTorch
  3. Building Blocks of a Neural Network
  4. Multi-Class Classification using PyTorch
  1. Image Classification
  2. Convolutional Neural Networks
  3. LeNet in PyTorch
  4. Evaluation Metrics for Classification
  5. Important CNN Architectures
  1. Optimizers and LR Schedulers
  2. Training Deep Networks
  3. Using your own Data
  4. Model Complexity, Generalization and Handling Overfitting
  5. Gaining Insights
  1. Troubleshooting Training with TensorBoard
  2. Transfer Learning and Fine-Tuning in PyTorch
  3. Write your own Custom Dataset Class
  4. PyTorch Lightning
  1. Introduction to Semantic Segmentation
  2. PyTorch Segmentation Models and Custom Dataset
  3. Transposed Convolutions
  4. Fully Convolutional Networks
  5. UNet
  6. Dilated Convolution
  7. DeepLabV3
  8. Instance Segmentation
  1. Introduction to Object Detection
  2. Hands on with Object Detection
  3. Classification to Detection
  4. Non Maximum Supression
  5. Evaluation Metrics
  6. Popular Object Detection Architecture
  1. Understanding Faster RCNN
  2. Detectron 2
  3. Ultralytics YOLO
  4. Create a Custom Object Detector

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

|

$159