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Deep Learning

deeplearning.ai via Coursera Specialization

Overview

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.

Syllabus

Course 1: Neural Networks and Deep Learning
- Offered by DeepLearning.AI. If you want to break into cutting-edge AI, this course will help you do so. Deep learning engineers are highly ... Enroll for free.

Course 2: Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization
- Offered by DeepLearning.AI. This course will teach you the "magic" of getting deep learning to work well. Rather than the deep learning ... Enroll for free.

Course 3: Structuring Machine Learning Projects
- Offered by DeepLearning.AI. You will learn how to build a successful machine learning project. If you aspire to be a technical leader in AI, ... Enroll for free.

Course 4: Convolutional Neural Networks
- Offered by DeepLearning.AI. This course will teach you how to build convolutional neural networks and apply it to image data. Thanks to deep ... Enroll for free.

Course 5: Sequence Models
- Offered by DeepLearning.AI. This course will teach you how to build models for natural language, audio, and other sequence data. Thanks to ... Enroll for free.

Courses

Taught by

Andrew Ng, Head Teaching Assistant - Kian Katanforoosh and Teaching Assistant - Younes Bensouda Mourri

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