TED Talks
Angelicque White: What ocean microbes reveal about the changing climate
When the ocean changes, the planet changes -- and it all starts with microbes, says biological oceanographer Angelicque White. Backed by decades of data, White shares how scientists use these ancient microorganisms as a crucial barometer...
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Deep Learning - Recurrent Neural Networks with TensorFlow - Text Classification with LSTMs
In this video, we will work on text classification with LSTMs. This clip is from the chapter "Natural Language Processing (NLP)" of the series "Deep Learning - Recurrent Neural Networks with TensorFlow".In this section, we will talk...
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Deep Learning - Recurrent Neural Networks with TensorFlow - Text Preprocessing
In this video, we will work on text preprocessing. This clip is from the chapter "Natural Language Processing (NLP)" of the series "Deep Learning - Recurrent Neural Networks with TensorFlow".In this section, we will talk about Natural...
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Deep Learning - Recurrent Neural Networks with TensorFlow - Code Preparation (NLP)
In this video, you will learn how to write the code to turn a sequence of words into an acceptable format such that they can be converted into a matrix of numbers. This clip is from the chapter "Natural Language Processing (NLP)" of the...
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Deep Learning - Recurrent Neural Networks with TensorFlow - Embeddings
In this video, we will understand what embedding is. This clip is from the chapter "Natural Language Processing (NLP)" of the series "Deep Learning - Recurrent Neural Networks with TensorFlow".In this section, we will talk about Natural...
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Deep Learning - Recurrent Neural Networks with TensorFlow - Suggestion Box
In this video, the author shares how you can get in touch with him through the suggestion box. This clip is from the chapter "Recurrent Neural Networks (RNNs), Time Series, and Sequence Data" of the series "Deep Learning - Recurrent...
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Deep Learning - Recurrent Neural Networks with TensorFlow - Other Ways to Forecast
In this video, we will discuss some other ways that might generate multi-step forecast. This clip is from the chapter "Recurrent Neural Networks (RNNs), Time Series, and Sequence Data" of the series "Deep Learning - Recurrent Neural...
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Deep Learning - Recurrent Neural Networks with TensorFlow - Stock Return Predictions Using LSTMs (Part 3)
In this video, we will make use of all the data and try to predict whether the price will go up or down. This clip is from the chapter "Recurrent Neural Networks (RNNs), Time Series, and Sequence Data" of the series "Deep Learning -...
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Deep Learning - Recurrent Neural Networks with TensorFlow - Stock Return Predictions Using LSTMs (Part 2)
In this video, we will work on a more conventional prediction called stock return. This clip is from the chapter "Recurrent Neural Networks (RNNs), Time Series, and Sequence Data" of the series "Deep Learning - Recurrent Neural Networks...
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Deep Learning - Recurrent Neural Networks with TensorFlow - Stock Return Predictions Using LSTMs (Part 1)
In this video, we will understand why one-step prediction on stock price is misleading and unconventional. This clip is from the chapter "Recurrent Neural Networks (RNNs), Time Series, and Sequence Data" of the series "Deep Learning -...
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Deep Learning - Recurrent Neural Networks with TensorFlow - RNN for Image Classification (Code)
In this video, you will learn how to preform RNN for image classification on the MNIST dataset. This clip is from the chapter "Recurrent Neural Networks (RNNs), Time Series, and Sequence Data" of the series "Deep Learning - Recurrent...
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Deep Learning - Recurrent Neural Networks with TensorFlow - RNN for Image Classification (Theory)
In this video, we will understand how to apply RNN for image classification. This clip is from the chapter "Recurrent Neural Networks (RNNs), Time Series, and Sequence Data" of the series "Deep Learning - Recurrent Neural Networks with...
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Deep Learning - Recurrent Neural Networks with TensorFlow - Demo of the Long-Distance Problem
In this video, we will understand how LSTMs work for resolving a long-distance problem. This clip is from the chapter "Recurrent Neural Networks (RNNs), Time Series, and Sequence Data" of the series "Deep Learning - Recurrent Neural...
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Deep Learning - Recurrent Neural Networks with TensorFlow - A More Challenging Sequence
In this video, you will learn how to preform time series prediction with a complex signal. This clip is from the chapter "Recurrent Neural Networks (RNNs), Time Series, and Sequence Data" of the series "Deep Learning - Recurrent Neural...
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Deep Learning - Recurrent Neural Networks with TensorFlow - GRU and LSTM (Part 2)
In this video, you will learn about modern RNN units called LSTM. This clip is from the chapter "Recurrent Neural Networks (RNNs), Time Series, and Sequence Data" of the series "Deep Learning - Recurrent Neural Networks with...
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Deep Learning - Recurrent Neural Networks with TensorFlow - GRU and LSTM (Part 1)
In this video, you will learn about modern RNN units called GRU. This clip is from the chapter "Recurrent Neural Networks (RNNs), Time Series, and Sequence Data" of the series "Deep Learning - Recurrent Neural Networks with...
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Deep Learning - Recurrent Neural Networks with TensorFlow - Paying Attention to Shapes
In this video, we will work on shapes in RNN. This clip is from the chapter "Recurrent Neural Networks (RNNs), Time Series, and Sequence Data" of the series "Deep Learning - Recurrent Neural Networks with TensorFlow".In this section, we...
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Deep Learning - Recurrent Neural Networks with TensorFlow - RNN for Time Series Prediction
In this video, we will do the same forecasting exercise that we did with an autoregressive liner model, but with a simple RNN instead. This clip is from the chapter "Recurrent Neural Networks (RNNs), Time Series, and Sequence Data" of...
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Deep Learning - Recurrent Neural Networks with TensorFlow - RNN Code Preparation
In this video, we will understand how to write code in TensorFlow 2 for a simple RNN. This clip is from the chapter "Recurrent Neural Networks (RNNs), Time Series, and Sequence Data" of the series "Deep Learning - Recurrent Neural...
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Deep Learning - Recurrent Neural Networks with TensorFlow - Recurrent Neural Networks (Elman Unit Part 2)
In this video, you will learn how to use the simple RNN to solve many-to-one tasks and many-to-many problems. This clip is from the chapter "Recurrent Neural Networks (RNNs), Time Series, and Sequence Data" of the series "Deep Learning -...
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Deep Learning - Recurrent Neural Networks with TensorFlow - Recurrent Neural Networks (Elman Unit Part 1)
In this video, we will get introduced to simple recurrent neural networks also called as Elman Unit. This clip is from the chapter "Recurrent Neural Networks (RNNs), Time Series, and Sequence Data" of the series "Deep Learning -...
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Deep Learning - Recurrent Neural Networks with TensorFlow - Proof That the Linear Model Works
In this video, you will learn how the linear model is about to forecast for a sine wave. This clip is from the chapter "Recurrent Neural Networks (RNNs), Time Series, and Sequence Data" of the series "Deep Learning - Recurrent Neural...
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Deep Learning - Recurrent Neural Networks with TensorFlow - Autoregressive Linear Model for Time Series Prediction
In this video, we will dive into coding and learn about the autoregressive linear model for time series prediction. This clip is from the chapter "Recurrent Neural Networks (RNNs), Time Series, and Sequence Data" of the series "Deep...
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Deep Learning - Recurrent Neural Networks with TensorFlow - Forecasting
In this video, we will discuss about forecasting. This clip is from the chapter "Recurrent Neural Networks (RNNs), Time Series, and Sequence Data" of the series "Deep Learning - Recurrent Neural Networks with TensorFlow".In this section,...