About this Course

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Learner Career Outcomes

36%

started a new career after completing these courses

38%

got a tangible career benefit from this course

14%

got a pay increase or promotion
Shareable Certificate
Earn a Certificate upon completion
100% online
Start instantly and learn at your own schedule.
Course 3 of 5 in the
Flexible deadlines
Reset deadlines in accordance to your schedule.
Beginner Level
Approx. 5 hours to complete
English
Subtitles: Chinese (Traditional), French, Portuguese (Brazilian), Chinese (Simplified), Korean, Russian, Turkish, English, Spanish...

Skills you will gain

Machine LearningDeep LearningInductive TransferMulti-Task Learning

Learner Career Outcomes

36%

started a new career after completing these courses

38%

got a tangible career benefit from this course

14%

got a pay increase or promotion
Shareable Certificate
Earn a Certificate upon completion
100% online
Start instantly and learn at your own schedule.
Course 3 of 5 in the
Flexible deadlines
Reset deadlines in accordance to your schedule.
Beginner Level
Approx. 5 hours to complete
English
Subtitles: Chinese (Traditional), French, Portuguese (Brazilian), Chinese (Simplified), Korean, Russian, Turkish, English, Spanish...

Offered by

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deeplearning.ai

Syllabus - What you will learn from this course

Content RatingThumbs Up97%(26,205 ratings)Info
Week
1

Week 1

2 hours to complete

ML Strategy (1)

2 hours to complete
13 videos (Total 100 min), 1 reading, 1 quiz
13 videos
Orthogonalization10m
Single number evaluation metric7m
Satisficing and Optimizing metric5m
Train/dev/test distributions6m
Size of the dev and test sets5m
When to change dev/test sets and metrics11m
Why human-level performance?5m
Avoidable bias6m
Understanding human-level performance11m
Surpassing human-level performance6m
Improving your model performance4m
Andrej Karpathy interview15m
1 reading
Machine Learning flight simulator2m
1 practice exercise
Bird recognition in the city of Peacetopia (case study)45m
Week
2

Week 2

3 hours to complete

ML Strategy (2)

3 hours to complete
11 videos (Total 132 min)
11 videos
Cleaning up incorrectly labeled data13m
Build your first system quickly, then iterate6m
Training and testing on different distributions10m
Bias and Variance with mismatched data distributions18m
Addressing data mismatch10m
Transfer learning11m
Multi-task learning12m
What is end-to-end deep learning?11m
Whether to use end-to-end deep learning10m
Ruslan Salakhutdinov interview17m
1 practice exercise
Autonomous driving (case study)45m

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About the Deep Learning Specialization

If you want to break into AI, this Specialization will help you do so. Deep Learning is one of the most highly sought after skills in tech. We will help you become good at Deep Learning. In five courses, you will learn the foundations of Deep Learning, understand how to build neural networks, and learn how to lead successful machine learning projects. You will learn about Convolutional networks, RNNs, LSTM, Adam, Dropout, BatchNorm, Xavier/He initialization, and more. You will work on case studies from healthcare, autonomous driving, sign language reading, music generation, and natural language processing. You will master not only the theory, but also see how it is applied in industry. You will practice all these ideas in Python and in TensorFlow, which we will teach. You will also hear from many top leaders in Deep Learning, who will share with you their personal stories and give you career advice. AI is transforming multiple industries. After finishing this specialization, you will likely find creative ways to apply it to your work. We will help you master Deep Learning, understand how to apply it, and build a career in AI....
Deep Learning

Frequently Asked Questions

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