If you want to break into cutting-edge AI, this course will help you do so. Deep learning engineers are highly sought after, and mastering deep learning will give you numerous new career opportunities. Deep learning is also a new "superpower" that will let you build AI systems that just weren't possible a few years ago.
Este curso forma parte de Programa Especializado - Aprendizaje profundo
ofrecido por
Programa Especializado - Aprendizaje profundodeeplearning.aiAcerca de este Curso
2,116,384 vistas recientes
Resultados profesionales del estudiante
35%
comenzó una nueva carrera después de completar estos cursos
35%
consiguió un beneficio tangible en su carrera profesional gracias a este curso
11%
consiguió un aumento de sueldo o ascenso
Certificado para compartir
Obtén un certificado al finalizar
100 % en línea
Comienza de inmediato y aprende a tu propio ritmo.
Curso 1 de 5 en
Fechas límite flexibles
Restablece las fechas límite en función de tus horarios.
Nivel intermedio
Aprox. 20 horas para completar
Inglés (English)
Subtítulos: Chino (tradicional), Árabe (Arabic), Francés (French), Ucraniano, Chino (simplificado), Portugués (de Brasil), Vietnamita, Coreano, Turco (Turkish), Inglés (English), Español (Spanish), Japonés
Habilidades que obtendrás
Artificial Neural NetworkBackpropagationPython ProgrammingDeep Learning
Resultados profesionales del estudiante
35%
comenzó una nueva carrera después de completar estos cursos
35%
consiguió un beneficio tangible en su carrera profesional gracias a este curso
11%
consiguió un aumento de sueldo o ascenso
Certificado para compartir
Obtén un certificado al finalizar
100 % en línea
Comienza de inmediato y aprende a tu propio ritmo.
Curso 1 de 5 en
Fechas límite flexibles
Restablece las fechas límite en función de tus horarios.
Nivel intermedio
Aprox. 20 horas para completar
Inglés (English)
Subtítulos: Chino (tradicional), Árabe (Arabic), Francés (French), Ucraniano, Chino (simplificado), Portugués (de Brasil), Vietnamita, Coreano, Turco (Turkish), Inglés (English), Español (Spanish), Japonés
ofrecido por
deeplearning.ai
Founded by Andrew Ng, DeepLearning.AI is an education technology company that develops a global community of AI talent.
Programa - Qué aprenderás en este curso
2 horas para completar
Introduction to deep learning
Be able to explain the major trends driving the rise of deep learning, and understand where and how it is applied today.
2 horas para completar
7 videos (Total 76 minutos), 2 lecturas, 1 cuestionario
7 videos
Welcome5m
What is a neural network?7m
Supervised Learning with Neural Networks8m
Why is Deep Learning taking off?10m
About this Course2m
Course Resources1m
Geoffrey Hinton interview40m
2 lecturas
Frequently Asked Questions10m
How to use Discussion Forums10m
1 ejercicio de práctica
Introduction to deep learning30m
8 horas para completar
Neural Networks Basics
Learn to set up a machine learning problem with a neural network mindset. Learn to use vectorization to speed up your models.
8 horas para completar
19 videos (Total 161 minutos), 7 lecturas, 3 cuestionarios
19 videos
Logistic Regression5m
Logistic Regression Cost Function8m
Gradient Descent11m
Derivatives7m
More Derivative Examples10m
Computation graph3m
Derivatives with a Computation Graph14m
Logistic Regression Gradient Descent6m
Gradient Descent on m Examples8m
Vectorization8m
More Vectorization Examples6m
Vectorizing Logistic Regression7m
Vectorizing Logistic Regression's Gradient Output9m
Broadcasting in Python11m
A note on python/numpy vectors6m
Quick tour of Jupyter/iPython Notebooks3m
Explanation of logistic regression cost function (optional)7m
Pieter Abbeel interview16m
7 lecturas
Clarification about Upcoming Logistic Regression Cost Function Video1m
Clarification about Upcoming Gradient Descent Video1m
Derivation of DL/dz (optional reading)10m
Copy of Clarification about Upcoming Logistic Regression Cost Function Video1m
Clarification of "dz"10m
Deep Learning Honor Code2m
Programming Assignment FAQ10m
1 ejercicio de práctica
Neural Network Basics30m
5 horas para completar
Shallow neural networks
Learn to build a neural network with one hidden layer, using forward propagation and backpropagation.
5 horas para completar
12 videos (Total 109 minutos), 2 lecturas, 2 cuestionarios
12 videos
Neural Network Representation5m
Computing a Neural Network's Output9m
Vectorizing across multiple examples9m
Explanation for Vectorized Implementation7m
Activation functions10m
Why do you need non-linear activation functions?5m
Derivatives of activation functions7m
Gradient descent for Neural Networks9m
Backpropagation intuition (optional)15m
Random Initialization7m
Ian Goodfellow interview14m
2 lecturas
Clarification: Activation Function1m
Clarification about Upcoming Backpropagation intuition (optional)1m
1 ejercicio de práctica
Shallow Neural Networks30m
5 horas para completar
Deep Neural Networks
Understand the key computations underlying deep learning, use them to build and train deep neural networks, and apply it to computer vision.
5 horas para completar
8 videos (Total 64 minutos), 3 lecturas, 3 cuestionarios
8 videos
Forward Propagation in a Deep Network7m
Getting your matrix dimensions right11m
Why deep representations?10m
Building blocks of deep neural networks8m
Forward and Backward Propagation10m
Parameters vs Hyperparameters7m
What does this have to do with the brain?3m
3 lecturas
Clarification about Getting your matrix dimensions right video1m
Clarification about Upcoming Forward and Backward Propagation Video1m
Clarification about What does this have to do with the brain video1m
1 ejercicio de práctica
Key concepts on Deep Neural Networks30m
Reseñas
Principales reseñas sobre REDES NEURALES Y APRENDIZAJE PROFUNDO
por JP11 de feb. de 2018
I would love some pointers to additional references for each video. Also, the instructor keeps saying that the math behind backprop is hard. What about an optional video with that? Otherwise, awesome!
por WY25 de jun. de 2018
Really, really good course. Especially the tips of avoiding possible bugs due to shapes. Also impressed by the heroes' stories. Genuinely inspired and thoughtfully educated by Professor Ng. Thank you!
por AK13 de may. de 2020
One of the best courses I have taken so far. The instructor has been very clear and precise throughout the course. The homework section is also designed in such a way that it helps the student learn .
por AG31 de may. de 2020
It's really quite an amazing course where we get to learn the mathematics behind the Neural Networks. It is great to learn such core basics which will help us further in developing our own algorithms.
Acerca de Programa especializado: Aprendizaje profundo
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.
Preguntas Frecuentes
¿Cuándo podré acceder a las lecciones y tareas?
¿Qué recibiré si me suscribo a este Programa especializado?
Is financial aid available?
¿Recibiré crédito universitario por completar el Curso?
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