Skills you'll learn:

Deep Learning Topics with Computer Vision and NLP
Course
In this course you will learn how to train, finetune and deploy deep learning models using Amazon SageMaker. You’ll begin by learning what deep learning is, where it is used, and the tools used by deep learning engineers. Next we will learn about artificial neurons and neural networks and how to train them. After that we will learn about advanced neural network architectures like Convolutional Neural Networks and BERT as well as how to finetune them for specific tasks. Finally, you will learn about Amazon SageMaker and you will take everything you learned and do them in SageMaker Studio.
In this course you will learn how to train, finetune and deploy deep learning models using Amazon SageMaker. You’ll begin by learning what deep learning is, where it is used, and the tools used by deep learning engineers. Next we will learn about artificial neurons and neural networks and how to train them. After that we will learn about advanced neural network architectures like Convolutional Neural Networks and BERT as well as how to finetune them for specific tasks. Finally, you will learn about Amazon SageMaker and you will take everything you learned and do them in SageMaker Studio.
Built in collaboration with
AWS
Intermediate
3 weeks
Last Updated November 12, 2024
Prerequisites:
Intermediate
3 weeks
Last Updated November 12, 2024
Skills you'll learn:
Prerequisites:
Course Lessons
Lesson 1
Introduction to Deep Learning Topics within Computer Vision and NLP
In this lesson, we will give a background around Deep Learning for Computer Vision and NLP and preparing you to be successful in the rest of this course.
Lesson 2
Introduction to Deep Learning
In this lesson, you will learn about neural networks, cost functions, optimization, and how to train a neural network.
Lesson 3
Common Model Architecture Types and Fine-Tuning
In this lesson you will learn about Model Architectures, Convolutions, and Fine-tuning.
Lesson 4
Deploy Deep Learning Models on SageMaker
In this lesson, you will learn how to apply all you have learned about deep learning in AWS SageMaker.
Lesson 5 • Project
Image Classification using AWS SageMaker
In this project, you will use AWS SageMaker to finetune a pretrained model and perform a image classification using profiling, debugging, and hyperparameter tuning.
Taught By The Best

Soham Chatterjee
GRADUATE STUDENT AT THE NANYANG TECHNOLOGICAL UNIVERSITY
Soham is an Intel® Software Innovator and a former Deep Learning Researcher at Saama Technologies. He is currently a Masters by Research student at NTU, Singapore. His research is on Edge Computing, IoT and Neuromorphic Hardware.
The Udacity Difference
Combine technology training for employees with industry experts, mentors, and projects, for critical thinking that pushes innovation. Our proven upskilling system goes after success—relentlessly.

Demonstrate proficiency with practical projects
Projects are based on real-world scenarios and challenges, allowing you to apply the skills you learn to practical situations, while giving you real hands-on experience.
Gain proven experience
Retain knowledge longer
Apply new skills immediately

Top-tier services to ensure learner success
Reviewers provide timely and constructive feedback on your project submissions, highlighting areas of improvement and offering practical tips to enhance your work.
Get help from subject matter experts
Learn industry best practices
Gain valuable insights and improve your skills

Enroll in Deep Learning Topics with Computer Vision and NLP. Choose the plan that works for you
All Access monthly
Cancel Anytime
Unlimited access to our top-rated courses
Hands-on projects with expert feedback
Personalized career coaching and interview prep
Program Certificates
Best Value
All Access bundle1
All the same great benefits as our monthly plan
The most cost-effective way to develop the skills you want
- 1Discount applies to the first 4 months of membership, after which plans are converted to month-to-month.
Your subscription also includes:
Your subscription also includes:

4 weeks
Intermediate

2 weeks
Advanced

2 weeks
Intermediate

4 weeks
Intermediate

(966)
3 months
Intermediate

(477)
2 months
Advanced

3 weeks
Beginner

4 weeks
Intermediate

1 month
Advanced

2 weeks
Intermediate

4 weeks
Intermediate

3 weeks
Advanced

4 weeks
Intermediate

2 weeks
Advanced

2 weeks
Advanced

(275)
2 months
Intermediate