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deeplearning.ai

Deep Learning

deeplearning.ai via Coursera Specialization

Overview

The Deep Learning Specialization is a foundational program that will help you understand the capabilities, challenges, and consequences of deep learning and prepare you to participate in the development of leading-edge AI technology. In this Specialization, you will build and train neural network architectures such as Convolutional Neural Networks, Recurrent Neural Networks, LSTMs, Transformers, and learn how to make them better with strategies such as Dropout, BatchNorm, Xavier/He initialization, and more. Get ready to master theoretical concepts and their industry applications using Python and TensorFlow and tackle real-world cases such as speech recognition, music synthesis, chatbots, machine translation, natural language processing, and more. AI is transforming many industries. The Deep Learning Specialization provides a pathway for you to take the definitive step in the world of AI by helping you gain the knowledge and skills to level up your career. Along the way, you will also get career advice from deep learning experts from industry and academia.

Syllabus

Course 1: Neural Networks and Deep Learning
- Offered by DeepLearning.AI. In the first course of the Deep Learning Specialization, you will study the foundational concept of neural ... Enroll for free.

Course 2: Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization
- Offered by DeepLearning.AI. In the second course of the Deep Learning Specialization, you will open the deep learning black box to ... Enroll for free.

Course 3: Structuring Machine Learning Projects
- Offered by DeepLearning.AI. In the third course of the Deep Learning Specialization, you will learn how to build a successful machine ... Enroll for free.

Course 4: Convolutional Neural Networks
- Offered by DeepLearning.AI. In the fourth course of the Deep Learning Specialization, you will understand how computer vision has evolved ... Enroll for free.

Course 5: Sequence Models
- Offered by DeepLearning.AI. In the fifth course of the Deep Learning Specialization, you will become familiar with sequence models and their ... Enroll for free.

Courses

Taught by

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

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