2 — convert_examples_to_tf_dataset: This function will tokenize the InputExample objects, then create the required input

Since you are reading this article, I am sure that we share similar interests and are/will be in similar industries. So let’s connect via Linkedin! Please do not hesitate to send a contact request! Orhan G. Yalçın — Linkedin

Mastering Word Embeddings in 10 Minutes with TensorFlow Covering the Basics of Word Embedding, One Hot Encoding, Text Vectorization, Embedding Layers, and an Example Neural…towardsdatascience.com

Training the model might take a while, so ensure you enabled the GPU acceleration from the Notebook Settings. After our training is completed, we can move onto making sentiment predictions.

We need to tokenize our reviews with our pre-trained BERT tokenizer. We will then feed these tokenized sequences to our model and run a final softmax layer to get the predictions. We can then use the argmax function to determine whether our sentiment prediction for the review is positive or negative. Finally, we will print out the results with a simple for loop. The following lines do all of these said operations:

Even after learning other languages such as C or Java, developers often prefer to stick to Python. That’s because there is a python library for almost everything one can ask for.

The Emperor Has No Clothes was an internal award given to anyone who could point out flaws in Amazon’s India-built products. It was, in essence, a well-funded startup, left to its own devices.

You have successfully built a transformers network with a pre-trained BERT model and achieved ~95% accuracy on the sentiment analysis of the IMDB reviews dataset! If you are curious about saving your model, I would like to direct you to the Keras Documentation. After all, to efficiently use an API, one must learn how to read and use the documentation.

The same thing can be said about relationships. If you truly love someone, you should put aside some of your needs. They might seem like life or death matters to you, but sometimes they are just silly things of no value that you can let go to be with your partner for the rest of your life.

The way we thought about it when we took the Saudi money, is that we could be a change agent and help convince them that women should be allowed to drive. That was a major part of our discussions with them. We made it known that that’s what we were supporting, and we thought that Uber could be an advocate for that. We were. It happened soon after they invested in us.

When we feel bad, we want to feel better. When we’re worried, we want to know that things will turn out alright. When we’re sad we want to feel happier and more energized. Unfortunately, many people get stuck in the habit of relying on other people’s reassurances in order to feel better. This is a problem because….

That being said, is it better if Saudi makes an investment in American companies? That investment results in money, and that money goes back to the Saudi people to improve their lives. Right? Which was the theory. If you remember the Public Investment Fund of Saudi Arabia, the idea was to transition the company from oil wealth to other forms of wealth.

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losses that may result from the intersection of the pandemic and the already tense political division in the country. For many people, issues related to Covid-19 have become the last straw in ending relationships, whether it’s a family member refusing to wear a mask, a friend promoting the latest conspiracy theory, or a co-worker insisting Covid-19 deaths are exaggerated.

We will use Adam as our optimizer, CategoricalCrossentropy as our loss function, and SparseCategoricalAccuracy as our accuracy metric. Fine-tuning the model for 2 epochs will give us around 95% accuracy, which is great.

Long-term goals require action plans. The best practice is to write down all the steps necessary to reach the aim, sacrifices included. Is there a way to work around those losses? If not, it’s time to face them and be prepared because, at this point, there is no easy road to succeed in the plan. If you truly want something more significant, you must be ready to find a compromise. Often, the fear of commitment has deep and solid roots that must be identified and confronted to overcome the anxiety to move on to better long-term experiences.

I believe generally that if the company or country that you’re taking money from is actually going to use the potential gain in that to help their people, I think that’s a big deal to me. I was born in Egypt, and I grew up speaking Arabic as my first language. My parents immigrated because they wanted a better life, so I kind of know what life’s like in the Middle East. I have a lot of sympathy for what people are going through there and what they went through in the last couple of decades with a lot of dictators and so on. If I believe that the money was going to go back, it was going to help improve their lives, it would be something I would strongly consider and have to weigh against the things that happened in the last couple of years.