machine learning (206)

Machine Learning Foundations: Part 5 - Classifying real-world images

In this article we're going to look at how to use convolutional neural networks to classify complex features. In previsous part 4 -  Coding with Convolutional Neural Networks, you took what you had learned about CNNS. And you saw how to improve the f...

Alex · 3 years ago · 49

Machine Learning Foundations: Part 1 - What is ML?

Welcome to this series on Machine Learning Foundations. It's a course where you'll learn the fundamentals of building machine learning models using TensorFlow. The only thing that you'll need to know is a little bit of Python. So if you've tried to l...

Alex · 3 years ago · 128

Machine Learning Foundations: Part 3 - Convolutions and pooling

In the previous part 2 - First steps in computer vision,  you built a neural network that could recognize items of clothing.  Now that you've looked at fashion example for computer vision, you've probably noticed a big limitation for computer vision...

Alex · 3 years ago · 81

Machine Learning Foundations: Part 9 - Using the Sequencing APIs

In part 8: Introduction to Natural Language Processing, we looked at how you can tokenize words with simple APIs. This allowed you to turn words into numbers or tokens so that they can be more easily represented in a computer's memory. It's the first...

Alex · 23 June 2020 · 61

Introduction to JAX (AI Adventures)

NumPy is fast, but how can we make it even faster?  In this article, we're going to look at a new library from Google Research called JAX and see how it can speed up machine learning. JAX can automatically differentiate native Python and NumPy...

Alex · 3 years ago · 155

Machine Learning Foundations: Part 2 - First steps in computer vision

In the previous article Part 1 - What is ML?, you got an introduction to machine learning, and you saw how it works from a programmer's perspective by having you create answers and data, and letting a computer infer the rules that determine them. Thi...

Alex · 3 years ago · 72

Machine Learning Foundations: Part 10 - Using NLP to build a sarcasm classifier

Previous: Part 9 - Using the Sequencing APIs Over the last few parts, we haven't done much machine learning. Instead, we looked at how you can preprocess text data to get it ready for training machine learning models. In this part, you're going to p...

Alex · 25 June 2020 · 371

Machine Learning Foundations: Part 4 - Coding with Convolutional Neural Networks

In the previous part 3 - Convolutions and pooling, you learned all about convolutions and how they can use filters to extract information from images. You also saw how to create pools that can reduce and compress your images without losing the vital...

Alex · 3 years ago · 58

Machine Learning Foundations: Part 6 - Convolutional cats and dogs

Previous Part 5: Classifying real-world images In this part  where we'll take what you've learned about convolutional neural networks in the previous few parts and apply them to a computer vision scenario that was a Kaggle challenge not that long ago...

Alex · 04 June 2020 · 60

Data Annotation is used for Speech Recognition

Speech recognition refers to a computer interpreting the words spoken by a person and converting them to a format that is understandable by a machine. Depending on the end goal, it is then converted to text or voice, or another required format. For i...

tagx · 07 October 2023 · 66

Machine Learning Foundations: Part 8 - Tokenization for Natural Language Processing

Previous Part 7 - Image augmentation and overfitting Up to now, you've learned how machine learning works and explored examples in computer vision by doing image classification, including understanding concepts such as convolutional neural networks f...

Alex · 18 June 2020 · 122

Machine Learning Foundations: Part 7 - Image augmentation and overfitting

Previous part 6 - Convolutional cats and dogs Over the last few articles, you've looked at convolutional neural networks and how they can be used for computer vision. You built classifiers for fashion, horses and humans and cats and dogs. But one the...

Alex · 08 June 2020 · 39

10 open-source frameworks for AI bot development

This article will also talk about solutions with speech recognition functions. We've included the most well-known products, but if you want to go deeper into voice technologies, check out the projects with 5k stars on GitHub, including DeepSpeech, Le...

Den W. · 27 July 2023 · 54

Importance of data annotation services for AI and machine learning applications

Introduction to Data Annotation Services The success of artificial intelligence (AI) and machine learning (c) applications depends largely on the availability of accurate and relevant data. However, raw data is often unstructured and lacks the conte...

Alex · 19 April 2023 · 55

How do factors like shading and orientation affect the lifespan of solar panels?

How long do solar panel last? Solar energy is the biggest renewable energy source. Solar energy is used to generate electricity by using solar panels. But the question is how long do solar panel last on a house? Let’s try to figure out the app...

Roger William · 31 March 2023 · 91

Explore The Top AI Courses Here!

Almost no industry has not been affected in some way by artificial intelligence online course or machine learning, even though these technologies are still in their infancy and development. Therefore, becoming a genius is not all about AI. To help p...

Alex · 08 December 2022 · 109